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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">QPs</journal-id>
<journal-title-group>
<journal-title>Quaderns de Psicologia</journal-title>
<abbrev-journal-title abbrev-type="publisher">qpsicologia</abbrev-journal-title>
</journal-title-group>
<issn pub-type="ppub">0211-3481</issn>
<issn pub-type="epub">2014-4520</issn>
<publisher>
<publisher-name>Universitat Aut&#x00F2;noma de Barcelona</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">QPs.2141</article-id>
<article-id pub-id-type="doi">10.5565/rev/qpsicologia.2141</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Art&#x00ED;culos</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Explore the Popularity and Emotional Association of Colours in the Generation Z Cohort</article-title>
<trans-title-group>
<trans-title xml:lang="es">Explorar la popularidad y la asociaci&#x00F3;n emocional de los colores en la cohorte de la Generaci&#x00F3;n Z</trans-title>
</trans-title-group>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-4701-1543</contrib-id>
<name>
<surname>&#x010C;virik</surname>
<given-names>Mari&#x00E1;n</given-names>
</name>
<bio><p>Mari&#x00E1;n &#x010C;virik is an associate professor at the University of Economics in Bratislava. He specializes in sensory perceptions and their multidisciplinary applications, with an emphasis on the fields of marketing, psychology, musicology and sociology.</p></bio>
<email>marian.cvirik@euba.sk</email>
<xref ref-type="aff" rid="aff1"/>
<aff id="aff1">
<institution content-type="original">University of Economics in Bratislava</institution>
<institution content-type="orgname">University of Economics in Bratislava</institution>
<country>&#x00A0;</country>
</aff>
</contrib>
</contrib-group>
<pub-date publication-format="electronic" date-type="pub">
    <day>29</day>
    <month>08</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>27</volume>
<issue>2</issue>
<elocation-id>e2141</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="rev-request">
<day>28</day>
<month>02</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Els autors / The authors</copyright-statement>
<copyright-year>2025</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/deed.en" xml:lang="en">
<license-p>Aquesta obra est&#x00E0; sota una llic&#x00E8;ncia internacional Creative Commons Reconeixement 4.0. CC BY</license-p>
</license>
</permissions>
<abstract>
<title>A<sc>bstract</sc></title>
<p>This paper deals with the issue of colours and their perception based on cognitive and affective components of attitudes. The aim of the article is (1) to investigate the popularity of the colours of generation Z in Slovakia; (2) to investigate the direction (positivity or negativity) of emotions that are associated with colours; and (3) to verify possible connections between the degree of popularity and the direction of emotions of colours in the studied cohort. The paper is based on primary empirical research based on a representative sample of the Generation Z cohort. Colours were defined based on hex code and RGB. We process the results using the tools of descriptive statistics, cluster analysis, and correspondence analysis. The results indicate that black is currently the most popular colour. However, understanding the symbolism of colours is key. The results can be implemented not only within psychology but also in other humanities.</p>
</abstract>
<trans-abstract xml:lang="es">
<title>R<sc>esumen</sc></title>
<p>Este art&#x00ED;culo aborda la percepci&#x00F3;n del color desde los componentes cognitivos y afectivos de las actitudes. Su objetivo es (1) analizar la popularidad de los colores entre j&#x00F3;venes de la Generaci&#x00F3;n Z en Eslovaquia; (2) examinar la direcci&#x00F3;n (positiva o negativa) de las emociones asociadas a dichos colores; y (3) verificar posibles v&#x00ED;nculos entre el grado de popularidad y la orientaci&#x00F3;n emocional. El estudio se basa en una investigaci&#x00F3;n emp&#x00ED;rica primaria con una muestra representativa de esta cohorte. Los colores se definieron mediante c&#x00F3;digos hexadecimales y RGB. Se aplicaron estad&#x00ED;stica descriptiva, an&#x00E1;lisis de conglomerados y an&#x00E1;lisis de correspondencias. Los resultados se&#x00F1;alan que el negro es el color m&#x00E1;s popular en la actualidad. No obstante, comprender la simbolog&#x00ED;a de los colores resulta fundamental. Los hallazgos pueden aplicarse tanto en la psicolog&#x00ED;a como en otras disciplinas de las humanidades.</p>
</trans-abstract>
<kwd-group xml:lang="en">
<title>Keywords:</title>
<kwd><bold>Sensory colour perception</bold></kwd>
<kwd><bold>Generation Z</bold></kwd>
<kwd><bold>Cognitive and affective aspect</bold></kwd>
<kwd><bold>Consumer psychology</bold></kwd>
</kwd-group>
<kwd-group xml:lang="es">
<title>Palabras clave:</title>
<kwd><bold>Percepci&#x00F3;n sensorial del color</bold></kwd>
<kwd><bold>Generaci&#x00F3;n Z</bold></kwd>
<kwd><bold>Aspecto cognitivo y afectivo</bold></kwd>
<kwd><bold>Psicolog&#x00ED;a del consumidor</bold></kwd>
</kwd-group>
<funding-group>
<award-group>
<funding-source>
<institution-wrap>
<institution>Deputy Prime Minister for the EU Recovery Plan and the Knowledge Economy</institution>
</institution-wrap>
</funding-source>
<award-id>A-24-102/0025-00</award-id>
<award-id>A-25-102/3020-15</award-id>
</award-group>
<funding-statement>O presente trabalho foi realizado com apoio da Coordena&#x00E7;&#x00E3;o de Aperfei&#x00E7;oamento de Pessoal de N&#x00ED;vel Superior &#x2014; Brasil (CAPES) &#x2014; C&#x00F3;digo de Financiamento 001.</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec id="sec-1-2141" sec-type="intro">
<title>I<sc>ntroduction</sc></title>
<p>In general, we can recognise more than 7 million colours. Generic colours can include red, yellow, and blue, as they form the basis for all other shades, and at the same time, they cannot be created by combining other colours. Mixing two primary colours produces secondary colours, which include purple (red and blue), orange (red and yellow), and green (yellow and blue) (<xref ref-type="bibr" rid="ref-34-2141">Marks &#x0026; Sutton, 2009</xref>).</p>
<p>Colours can be divided from the point of view of the contrasting characteristics of the shade, namely into warm, cold, and neutral. Warm colours are perceived as high-energy colours. These colours are used in creative professions where dynamism and energy need to be highlighted (<xref ref-type="bibr" rid="ref-39-2141">Sendra &#x0026; Carbonell-Barrachina, 2017</xref>). This group of colours attracts consumers regardless of their colour preferences, helping to attract customers, encourage them to make impulse purchases, and make quick purchase decisions. On the contrary, in situations where there is a need to think more deeply about the purchase, they lead to premature termination of the shopping trip. Therefore, they are a suitable choice in the exhibition area of trade (<xref ref-type="bibr" rid="ref-14-2141">Di Folco &#x0026; Proust, 2014</xref>).</p>
<p>Cool colours are considered muted colours. They are preferred in sectors such as advocacy, conservative banking sectors and the like (<xref ref-type="bibr" rid="ref-39-2141">Sendra &#x0026; Carbonell-Barrachina, 2017</xref>). These colours help in purchases, where a deeper consideration is needed when deciding (<xref ref-type="bibr" rid="ref-14-2141">Di Folco &#x0026; Proust, 2014</xref>). In addition to warm and cool colours, neutral colours can also be identified, which include white, black, and grey. Few authors have investigated the connections between colours and emotions. In scientific practice, however, there is still a great untapped potential for colour research (<xref ref-type="bibr" rid="ref-13-2141">De Cock et al., 2020</xref>). Perception and emotion (and their eventual nexus) to colours have not been sufficiently explored. Colours have a certain symbolic meaning for people, which is influenced by many determinants. As a determinant, we can determine empiricism, culture, demography, and personal association; in other words, different people can perceive the same colour differently (<xref ref-type="bibr" rid="ref-6-2141">Chen et al., 2020</xref>). At the same time, the perception of colours and their emotional associations changes over time (<xref ref-type="bibr" rid="ref-11-2141">Dannhoferov&#x00E1;, 2012</xref>; <xref ref-type="bibr" rid="ref-18-2141">Gasparyan &#x0026; Asatryan, 2016</xref>), which indicates the need for constant research and, at the same time, the importance of age segmentation. In general, younger children are attracted to strong, warm, and intense colours (<xref ref-type="bibr" rid="ref-18-2141">Gasparyan &#x0026; Asatryan, 2016</xref>), suggesting the importance of age segmentation in colour exploration. Another determinant can be saturation, whereby high colour saturation is often associated with positive emotions and colours with low saturation, on the contrary, with soft or negative emotions (<xref ref-type="bibr" rid="ref-19-2141">Ginting-Szczesny, 2022</xref>). <xref ref-type="bibr" rid="ref-26-2141">Domicele Jonauskaite et al. (2019)</xref> report that light colours are associated with pleasant emotions, while dark colours are associated with negative emotions. In the context of colour perception, there are differences in terms of demographic factors; specifically, differences in colour perception based on age and gender factors have been proven (<xref ref-type="bibr" rid="ref-5-2141">C&#x00E9;sar Machado et al., 2021</xref>; <xref ref-type="bibr" rid="ref-35-2141">Maule et al., 2023</xref>). Differences in colour perception from the point of view of age are caused by ageing and the wear of receptors. According to anthropologists, gender differences are caused by evolutionary predispositions. Women as fruit pickers needed to distinguish a wider palette of colours for the purpose of recognising ripe fruits from unripe ones. Differences can also be found in colour blindness. Men are colorblind more often than women. Colour blindness affects approximately 8% of men but only 0.5% of women. It can also be considered interesting that around 12% of women have four types of rods in their eyes (instead of three), which gives them the opportunity to distinguish up to a hundred times wider range of colours (<xref ref-type="bibr" rid="ref-22-2141">Hali&#x010D;ka, 2019</xref>). Similarly, the symbolism of colours can cause certain emotional associations. For example, black and grey create negative emotions as they are associated (in terms of our culture) with death and darkness (<xref ref-type="bibr" rid="ref-2-2141">Adams &#x0026; Helfand, 2017</xref>). The symbolism of colours is dealt with by a number of scientists (e.g., <xref ref-type="bibr" rid="ref-15-2141">Elliot, 2015</xref>; <xref ref-type="bibr" rid="ref-21-2141">Gruber et al., 2024</xref>; <xref ref-type="bibr" rid="ref-24-2141">Hult&#x00E9;n et al., 2009</xref>; <xref ref-type="bibr" rid="ref-27-2141">Jonauskaite &#x0026; Mohr, 2025</xref> and others), whose work we will build on. Colour and its symbolism are used in psychology and sociology, but also in marketing, for example in the creation of company logos, store design, marketing communications, company products, and product packaging. Colour perception can be based on cultural predispositions (<xref ref-type="bibr" rid="ref-28-2141">Kawai et al., 2023</xref>), and culture can be a significant factor in behaviour (<xref ref-type="bibr" rid="ref-29-2141">Kita et al., 2023</xref>), thus bringing personality values not only in the field of psychology, but also in the context of marketing and business (<xref ref-type="bibr" rid="ref-30-2141">Krowicki &#x0026; Maciejewski, 2023</xref>).</p>
<p>The aim of the article is (1) to investigate the popularity of the colours of generation Z in Slovakia; (2) to investigate the direction (positivity or negativity) of emotions that are associated with colours; and (3) to verify possible connections between the degree of popularity and the direction of emotions of colours in the studied cohort.</p>
<p>Based on the presented overview of scientific and professional literature, as well as on the formulated goal, we created the following research questions (RQ) and hypothesis (H) for the comprehensive fulfilment of the aim:</p>
<list list-type="simple">
<list-item><label>RQ1:</label> <p>How it can be evaluated the popularity of colours within Generation Z in Slovakia?</p></list-item>
<list-item><label>RQ2:</label> <p>How can colours be grouped in the context of their popularity?</p></list-item>
<list-item><label>RQ3:</label> <p>How can the emotional perception of colours be evaluated within Generation Z in Slovakia?</p></list-item>
<list-item><label>RQ4:</label> <p>How can colours be grouped in the context of their emotional impact?</p></list-item>
<list-item><label>RQ5:</label> <p>How can one understand the connection between popularity and perception of emotions within generation Z in Slovakia?</p></list-item>
<list-item><label>H1:</label> <p>There is a relationship between the popularity of colours and their emotional perception.</p></list-item>
</list>
</sec>
<sec id="sec-2-2141" sec-type="methods">
<title>M<sc>ethodology</sc></title>
<p>The base consisted of 179 respondents from Generation Z. We only work with a part of Generation Z, namely the population aged 15 to 29 years (<xref ref-type="bibr" rid="ref-4-2141">Ben&#x00ED;tez-M&#x00E1;rquez et al., 2022</xref>; <xref ref-type="bibr" rid="ref-37-2141">Na&#x010F;ov&#x00E1; Kro&#x0161;l&#x00E1;kov&#x00E1; et al., 2024</xref>), however, we work with the 18 to 29-year-old population, which is part of Generation Z referred to as young adults (<xref ref-type="bibr" rid="ref-7-2141">Coulaud et al., 2023</xref>; <xref ref-type="bibr" rid="ref-32-2141">Lindsay et al., 2023</xref>). The reason for adjusting the lower interval is, on the one hand, the ethics of the research, and at the same time, it concerns adult respondents who have formed their opinions as well as a comprehensive view of the world. In the paper, weight conversion for gender is used to achieve representativeness in this factor. In the population, the gender distribution can be identified at roughly the level of 51% men and 49% women (<xref ref-type="bibr" rid="ref-40-2141">Statistical Office of the Slovak Republic, 2023</xref>). In weight calculations, it is recommended by default to &#x201C;never to weight a respondent less than 0.5 nor more than 2&#x201D; (<xref ref-type="bibr" rid="ref-16-2141">Elliott, 2020</xref>, p. 1). This general rule was observed in our case. Weights themselves do not affect all statistical procedures, but to clarify the methodology, it is appropriate to state that weights were used in all analyses performed.</p>
<p>The article is supported by the results of the primary survey, which consisted of three parts. The first part focuses on the popularity of colours on a five-point scale. The second part focuses on the investigation of the perception of emotions resulting from the eleven colours investigated. Based on scientific recommendations (e.g., <xref ref-type="bibr" rid="ref-26-2141">Jonauskaite et al., 2019</xref>), we examine emotions as positive and negative, while the degree of perception is categorised into five scale levels, namely: very negative, negative, neutral, positive, and very positive. The third part focuses on the respondents&#x2019; characteristics, such as age and gender. It should be noted that for this type of paper, it is not appropriate to use the word &#x201C;red&#x201D;, as the respondent can imagine a different shade of colour under this term. Therefore, the respondents were provided with a sample of the colours on which they commented. Colours were defined with the help of RGB codes, which were subsequently transformed into HEX codes, as they were used both in print and online form. We specified the definition of colours in <xref ref-type="table" rid="tabw-1-2141">Table 1</xref>.</p>
<table-wrap id="tabw-1-2141">
<label>Table 1.</label>
<caption><title>Defining the investigated colours</title></caption>
<table id="tab-1-2141" frame="hsides" border="1" rules="all">
<col width="30%"/>
<col width="30%"/>
<col width="40%"/>
<thead>
<tr>
<th valign="middle" align="left"><p>Colour</p></th>
<th valign="middle" align="center"><p>HEX code</p></th>
<th valign="middle" align="center"><p>RGB</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left"><p>Black</p></td>
<td valign="middle" align="left"><p># 000000</p></td>
<td valign="middle" align="left"><p>(0, 0, 0)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Blue</p></td>
<td valign="middle" align="left"><p># 0000FF</p></td>
<td valign="middle" align="left"><p>(0, 0, 255)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Brown</p></td>
<td valign="middle" align="left"><p># 964B00</p></td>
<td valign="middle" align="left"><p>(150, 75, 0)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Gray</p></td>
<td valign="middle" align="left"><p># 808080</p></td>
<td valign="middle" align="left"><p>(128, 128, 128)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Green</p></td>
<td valign="middle" align="left"><p># 00FF00</p></td>
<td valign="middle" align="left"><p>(0, 255, 0)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Orange</p></td>
<td valign="middle" align="left"><p># FFA500</p></td>
<td valign="middle" align="left"><p>(255, 165, 0)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Pink</p></td>
<td valign="middle" align="left"><p># FFC0CB</p></td>
<td valign="middle" align="left"><p>(255, 192, 203)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Purple</p></td>
<td valign="middle" align="left"><p># 800080</p></td>
<td valign="middle" align="left"><p>(128, 0, 128)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Red</p></td>
<td valign="middle" align="left"><p># FF0000</p></td>
<td valign="middle" align="left"><p>(255, 0, 0)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>White</p></td>
<td valign="middle" align="left"><p># FFFFFF</p></td>
<td valign="middle" align="left"><p>(255, 255, 255)</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Yellow</p></td>
<td valign="middle" align="left"><p># ffff00</p></td>
<td valign="middle" align="left"><p>(255, 255, 0)</p></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>On the basis of <xref ref-type="table" rid="tabw-1-2141">Table 1</xref>, the used colour can be clearly defined. It should be noted that in the work we use self-reports, which represent certain limits (<xref ref-type="bibr" rid="ref-12-2141">Dasborough et al., 2008</xref>), when only verbal stimuli could distort the results. Direct visual interaction is thus a suitable means to mitigate the limits of self-reports (<xref ref-type="bibr" rid="ref-36-2141">M&#x00FC;ller &#x0026; Kappas, 2010</xref>; <xref ref-type="bibr" rid="ref-23-2141">H&#x00F6;llerer et al., 2019</xref>).</p>
<p>For the needs of information processing, we use general scientific-philosophical methods, which include analysis, synthesis, deduction, and scientific abstraction. As part of the results of the work, we use mathematical and statistical methods. We make extensive use of descriptive statistics (<xref ref-type="bibr" rid="ref-9-2141">&#x010C;virik &#x0026; &#x00D6;lveczk&#x00E1;, 2022</xref>). We use the correlation coefficient (Spearman&#x2019;s Rho) to investigate connections, while we verify this coefficient for the need to generalise to the entire population with the help of inferential statistics. For grouping, we use cluster analysis (<xref ref-type="bibr" rid="ref-10-2141">&#x010C;virik &#x0026; &#x00D6;lveczk&#x00E1;, 2023</xref>). The Wards method was chosen as the cluster analysis method, as its algorithm is complex and suitable for this type of task. Due to the nature of the data (ordinal data), we used the Chi squared measure. Since it is a hierarchical method, the output of which can be graphically visualised with the help of a dendrogram (<xref ref-type="bibr" rid="ref-10-2141">&#x010C;virik &#x0026; &#x00D6;lveczk&#x00E1;, 2023</xref>), we use this visualisation for a simpler and clearer clarification of the results. For the overall display of colour preferences and emotional perception of colours, we used correspondence analysis (CA), the significant advantage of which is a clear output in the form of a factor map (<xref ref-type="bibr" rid="ref-20-2141">Greenacre, 2010</xref>), which, in our understanding, represents the colour perception map of the studied cohort.</p>
</sec>
<sec id="sec-3-2141" sec-type="results|discussion">
<title>R<sc>esults and discussion</sc></title>
<p>The paper can be divided into three parts according to the formulated goal, while the first part focuses on the popularity of the colour, the second part focuses on emotions, and the third part examines the possible connections between popularity and emotions. In the next part of the paper, we will proceed logically in terms of the set research questions and hypotheses that will help us in the comprehensive fulfilment of the aim.</p>
<sec id="sec-4-2141">
<title>RQ1: How can it be evaluated the popularity of colours within Generation Z in Slovakia?</title>
<p>The liking of (eleven) colours was examined using a bipolar five-point scale, with one pole representing &#x201C;I don&#x2019;t like it at all&#x201D; (representing a value of 1) and the other pole representing &#x201C;I like it very much&#x201D; (representing a value of 5). We processed the basic overview of descriptive statistics in <xref ref-type="table" rid="tabw-2-2141">Table 2</xref>.</p>
<table-wrap id="tabw-2-2141">
<label>Table 2.</label>
<caption><title>Basic overview of colour popularity rate</title></caption>
<table id="tab-2-2141" frame="hsides" border="1" rules="all">
<col width="25%"/>
<col width="15%"/>
<col width="15%"/>
<col width="15%"/>
<col width="15%"/>
<col width="15%"/>
<thead>
<tr>
<th valign="middle" align="left"><p>Colour</p></th>
<th valign="middle" align="center"><p>Min</p></th>
<th valign="middle" align="center"><p>Max</p></th>
<th valign="middle" align="center"><p>Mean</p></th>
<th valign="middle" align="center"><p>Std. Dev.</p></th>
<th valign="middle" align="center"><p>Median</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left"><p>Like_Black</p></td>
<td valign="middle" align="center"><p>2</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>4.37</p></td>
<td valign="middle" align="center"><p>0.82</p></td>
<td valign="middle" align="center"><p>5</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_Blue</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>4.18</p></td>
<td valign="middle" align="center"><p>0.82</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_Brown</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>2.91</p></td>
<td valign="middle" align="center"><p>1.17</p></td>
<td valign="middle" align="center"><p>3</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_Gray</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.42</p></td>
<td valign="middle" align="center"><p>1.13</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_Green</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.60</p></td>
<td valign="middle" align="center"><p>0.92</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_Orange</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>2.87</p></td>
<td valign="middle" align="center"><p>0.98</p></td>
<td valign="middle" align="center"><p>3</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_Pink</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.26</p></td>
<td valign="middle" align="center"><p>1.26</p></td>
<td valign="middle" align="center"><p>3</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_Purple</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.37</p></td>
<td valign="middle" align="center"><p>1.10</p></td>
<td valign="middle" align="center"><p>3</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_Red</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.47</p></td>
<td valign="middle" align="center"><p>1.01</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_White</p></td>
<td valign="middle" align="center"><p>2</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>4.18</p></td>
<td valign="middle" align="center"><p>0.77</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Like_Yellow</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.14</p></td>
<td valign="middle" align="center"><p>1.10</p></td>
<td valign="middle" align="center"><p>3</p></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As <xref ref-type="table" rid="tabw-2-2141">Table 2</xref> indicates, respondents largely used maximum evaluations and, in addition to black and white evaluations, also maximum negative evaluations. Due to the ordinal scale, the mean has a considerably limited interpretation. However, it is possible to evaluate whether, on average, the respondents are more inclined towards popularity of the given colour, while the middle of the scale represents a value of three points. It can be observed that, on average, the worst perceived colours are orange and brown. The most popular colour (on the basis of median and mean) is black. The standard deviation indicates that the greatest variation from the mean can be expected in pink, and the most consistent responses can be identified in white.</p>
</sec>
<sec id="sec-5-2141">
<title>RQ2: How can colours be grouped in the context of their popularity?</title>
<p>We use cluster analysis for grouping. The Wards method was chosen as the cluster analysis method, as its algorithm is complex and suitable for this type of task. Due to the nature of the data (ordinal data), we used the Chi-squared measure. Since it is a hierarchical clustering method, the result can be visualised in the form of a dendrogram. The dendrogram is shown in <xref ref-type="fig" rid="fig-1-2141">Figure 1</xref>.</p>
<fig id="fig-1-2141">
<label>Figure 1.</label>
<caption><title>Dendrogram using Ward Linkage for measuring the popularity of selected colours</title></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig-1-2141.jpg"/>
<attrib>Source: Own processing in SPSS.</attrib>
</fig>
<p>The clustering results shown on the dendrogram as well as the overall clustering results point to the suitability of the interpretation with the rescaled distance cluster combined with a value of 20. Four clusters are thus created. The first cluster is made up of white, black, red, and pink; the second cluster consists of green, blue, and purple; the third cluster consists of brown and grey; and the fourth cluster consists of orange and yellow. The dendrogram shows us the great similarity of white and black within the first cluster, which should be taken into consideration during interpretations. It can be assumed that the colour rating contains a latent variable, namely hue, except for the first cluster, which can be labelled &#x201C;current trend&#x201D;.</p>
</sec>
<sec id="sec-6-2141">
<title>RQ3: How can the emotional perception of colours be evaluated within Generation Z in Slovakia?</title>
<p>An important element in the use of colours is their symbolism and the associations that arise from them. In this context of the result is a certain emotion, while it is appropriate to distinguish between negative and positive emotions (affects) (<xref ref-type="bibr" rid="ref-26-2141">Jonauskaite et al., 2019</xref>). We examined emotions on the basis of a bipolar scale, which contained five degrees. One pole represented &#x201C;maximum negative emotions&#x201D; (representing a value of 1), and the other pole represented &#x201C;maximum positive emotions&#x201D; (representing a value of 5). We processed the basic overview of descriptive statistics in <xref ref-type="table" rid="tabw-3-2141">Table 3</xref>.</p>
<table-wrap id="tabw-3-2141">
<label>Table 3.</label>
<caption><title>Basic overview of the measure of emotional association with colour</title></caption>
<table id="tab-3-2141" frame="hsides" border="1" rules="all">
<col width="25%"/>
<col width="15%"/>
<col width="15%"/>
<col width="15%"/>
<col width="15%"/>
<col width="15%"/>
<thead>
<tr>
<th valign="middle" align="left"><p>Colour</p></th>
<th valign="middle" align="center"><p>Minimum</p></th>
<th valign="middle" align="center"><p>Maximum</p></th>
<th valign="middle" align="center"><p>Mean</p></th>
<th valign="middle" align="center"><p>Std. Dev.</p></th>
<th valign="middle" align="center"><p>Median</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left"><p>EMO_Black</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>2.72</p></td>
<td valign="middle" align="center"><p>1.11</p></td>
<td valign="middle" align="center"><p>3</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_Blue</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.51</p></td>
<td valign="middle" align="center"><p>0.88</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_Brown</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.14</p></td>
<td valign="middle" align="center"><p>1.01</p></td>
<td valign="middle" align="center"><p>3</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_Gray</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>2.94</p></td>
<td valign="middle" align="center"><p>1.04</p></td>
<td valign="middle" align="center"><p>3</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_Green</p></td>
<td valign="middle" align="center"><p>2</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>4.00</p></td>
<td valign="middle" align="center"><p>0.86</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_Orange</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.75</p></td>
<td valign="middle" align="center"><p>0.96</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_Pink</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.85</p></td>
<td valign="middle" align="center"><p>0.98</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_Purple</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.17</p></td>
<td valign="middle" align="center"><p>0.93</p></td>
<td valign="middle" align="center"><p>3</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_Red</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.63</p></td>
<td valign="middle" align="center"><p>1.04</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_White</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>3.72</p></td>
<td valign="middle" align="center"><p>0.99</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>EMO_Yellow</p></td>
<td valign="middle" align="center"><p>1</p></td>
<td valign="middle" align="center"><p>5</p></td>
<td valign="middle" align="center"><p>4.11</p></td>
<td valign="middle" align="center"><p>0.89</p></td>
<td valign="middle" align="center"><p>4</p></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As the results from <xref ref-type="table" rid="tabw-3-2141">Table 3</xref> indicate, in the context of minimum and maximum evaluation, respondents used extreme values in all cases, except for green, which did not reach the maximum negative perception. It can be assumed that the symbolism of the colour green, as &#x201C;colours of hope&#x201D; or &#x201C;colours of nature,&#x201D; predisposes it to positive emotions. Below the middle value of the used scale (3 points), we identified only two colours on average, namely black and grey. These colours have the symbolism of sadness, death, or misfortune in our conditions. It can therefore be assumed that it was this symbolism that caused them to move towards negative emotions. Yellow and green can be described as the most positive (on average), and their symbolism is related to energy. In general, it can be stated that there is agreement with the statements of study <xref ref-type="bibr" rid="ref-19-2141">Bernadetta A. Ginting-Szczesny (2022)</xref>.</p>
</sec>
<sec id="sec-7-2141">
<title>RQ4: How can colours be grouped in the context of their emotional impact?</title>
<p>Again, we used cluster analysis to address this research question, using hierarchical cluster analysis. The clustering method was the Wards method, and the distance measurement method was the Chi squared measure. We recorded the result of the analysis in the form of a dendrogram in <xref ref-type="fig" rid="fig-2-2141">Figure 2</xref>.</p>
<fig id="fig-2-2141">
<label>Figure 2.</label>
<caption><title>Dendrogram using Ward Linkage for the Emotions of Colours</title></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig-2-2141.jpg"/>
<attrib>Source: Own processing in SPSS.</attrib>
</fig>
<p>In the context of <xref ref-type="fig" rid="fig-2-2141">Figure 2</xref>, three clusters can be considered, with the first cluster representing the grouping of orange, yellow, green, and red; the second cluster representing grey, brown, and black; and the third cluster representing white, pink, blue, and purple. The first cluster can be described as colours that are associated with highly positive emotions. The second cluster, on the other hand, represents colours associated with rather negative emotions. The third cluster is a grouping of colours associated with positive emotions. Within individual clusters, the effect of colour symbolism can be observed, while shade also plays a certain role.</p>
</sec>
<sec id="sec-8-2141">
<title>RQ5: How can one understand the connection between popularity and perception of emotions within generation Z in Slovakia?</title>
<p>First of all, we wanted to examine the overall situation of perceptions of popularity and emotional feelings in the context of colours. For this purpose, it is advisable to create a perception map. However, it is necessary to state that, due to the intensity of the five-level scale, our model is multidimensional. For its easy visualisation, we chose correspondence analysis (CA), with which we display our model in two dimensions for an overview of perceptions in the studied cohort. The key result of CA is the factor map, which we have shown in <xref ref-type="fig" rid="fig-3-2141">figure 3</xref>.</p>
<fig id="fig-3-2141">
<label>Figure 3.</label>
<caption><title>CA factor map</title></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig-3-2141.jpg"/>
<attrib>Source: own processing in R.</attrib>
</fig>
<p>First of all, it is necessary to comment on the quality of the correspondence analysis (<xref ref-type="fig" rid="fig-3-2141">Figure 3</xref>). As we can see, dimension 1 (Dim 1) explains 77.87%, and the second dimension (Dim 2) explains 15.4%, which indicates that our model explains a total of 93.27% of variance, which is more than acceptable considering the number of variables and their presentation in two dimensions. We can also notice that the level of perception (measure of positivity or negativity) is presented mainly by dimension 1, while its shape has the form of a parabola, and from left to right it goes from strongly positive to positive, neutral to negative, and strongly negative. The capture of individual measures (based on ctr. and cos<sup>2</sup>) is reliable. However, the capture of individual colours varies considerably. However, the visualisation can be considered indicative and indicates the state of capturing the perception of intensity and direction of popularity and emotional indication.</p>
<p>In this context, it is also important to consider that it is necessary to investigate individual colours separately and thus create paired observations on emotional perception and popularity. For example, we can see a significant contradiction with the colour black when its popularity is very high, but its emotional perception is significantly negative.</p>
</sec>
<sec id="sec-9-2141">
<title>H1: There is a relationship between the popularity of colours and their emotional perception</title>
<p>When investigating the connections between the popularity and emotions of colours, we used Spearman&#x2019;s rho due to the nature of the variables. At the same time, we also used an element of statistical testing (inferential statistics) to investigate the possibility of generalising the results to the population. We recorded the results for individual colours in <xref ref-type="table" rid="tabw-4-2141">Table 4</xref>.</p>
<table-wrap id="tabw-4-2141">
<label>Table 4.</label>
<caption><title>Spearman&#x2019;s Rho coefficient for the level of popularity and emotions of individual colours</title></caption>
<table id="tab-4-2141" frame="hsides" border="1" rules="all">
<col width="33%"/>
<col width="33%"/>
<col width="34%"/>
<thead>
<tr>
<th valign="middle" align="left"><p>Colour</p></th>
<th valign="middle" align="center"><p>Correlation Coefficient</p></th>
<th valign="middle" align="center"><p>Sig. (2-tailed)</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left"><p>Black</p></td>
<td valign="middle" align="center"><p>0.281<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>1.7E-05</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Blue</p></td>
<td valign="middle" align="center"><p>0.253<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>0.0001</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Brown</p></td>
<td valign="middle" align="center"><p>0.384<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>2.4E-09</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Gray</p></td>
<td valign="middle" align="center"><p>0.233<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>0.0004</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Green</p></td>
<td valign="middle" align="center"><p>0.128</p></td>
<td valign="middle" align="center"><p>0.0556</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Orange</p></td>
<td valign="middle" align="center"><p>0.326<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>5.4E-07</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Pink</p></td>
<td valign="middle" align="center"><p>0.483<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>1.3E-14</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Purple</p></td>
<td valign="middle" align="center"><p>0.374<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>6.7E-09</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Red</p></td>
<td valign="middle" align="center"><p>0.253<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>0.0001</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>White</p></td>
<td valign="middle" align="center"><p>0.193<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>0.0035</p></td>
</tr>
<tr>
<td valign="middle" align="left"><p>Yellow</p></td>
<td valign="middle" align="center"><p>0.247<xref ref-type="table-fn" rid="TFN1">**</xref></p></td>
<td valign="middle" align="center"><p>0.0002</p></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TFN1"><label>**.</label> <p>Correlation is significant at the 0.01 level (2-tailed).</p></fn>
<attrib>Source: Own processing in SPSS.</attrib>
</table-wrap-foot>
</table-wrap>
<p>Considering the setting of the scales, we can state that the greater the popularity of colours identified, the more colours were associated with more positive emotions. The results from <xref ref-type="table" rid="tabw-4-2141">Table 4</xref> indicate a small to moderately strong positive association between liking and the emotion associated with individual colours. In addition to the colour green, we can also generalise the results to the population. The colour green appears to be specific in this context, achieving a very low degree of contiguity. The statistical test points to the possibility that this association may not exist in the population. The greatest degree of connection is achieved by the colour pink, which is currently very popular among Generation Z and is also associated with positive emotions.</p>
</sec>
</sec>
<sec id="sec-10-2141" sec-type="conclusions">
<title>C<sc>onclusion</sc></title>
<p>The aim of the article was (1) to investigate the popularity of the colours of generation Z in Slovakia; (2) to investigate the direction of (positive and negative) emotions associated with colours; and (3) to verify possible connections between the degree of popularity and the direction of emotions associated with colours in the studied cohort.</p>
<p>The article is supported by a primary survey of 179 respondents from generation Z in Slovakia. As the sample does not reflect the parameters of the population, we used weight conversions to obtain representativeness with regard to gender, which is an important factor in colour perception (<xref ref-type="bibr" rid="ref-25-2141">Jacobs et al., 1991</xref>). As part of the first part of the goal, we identified colour popularity measures. The results indicate that black is currently one of the most popular colours, followed by white and blue, in the studied cohort. We also identified four groups of colours based on the similarity of their perceived popularity. We also investigated the emotional perception of colours, which indicates negative emotional associations with black and grey and, conversely, a high degree of positive association with yellow and green. Within the emotion-based colour grouping, we identified three clusters. In general, it can be assumed that the current fashion trend (<xref ref-type="bibr" rid="ref-14-2141">Di Folco &#x0026; Proust, 2014</xref>), as well as the symbolism of colours (<xref ref-type="bibr" rid="ref-3-2141">Ardila-Leal et al., 2021</xref>; <xref ref-type="bibr" rid="ref-33-2141">Mackenzie, 1922</xref>), have a significant effect on both the popularity of colours and emotional perception. As part of the results, we also offer a clear map of the perception of preferences and emotional indications of the studied cohort.</p>
<p>The results of the article can be applied in several areas. In psychology, the results can be used to improve the emotional state of the young generation, which is marked by psychological problems (<xref ref-type="bibr" rid="ref-1-2141">Achterbergh et al., 2020</xref>; <xref ref-type="bibr" rid="ref-17-2141">Garrido et al., 2019</xref>). The results can also help in marketing communication using elements of sensory marketing, which include colour (<xref ref-type="bibr" rid="ref-31-2141">Lim et al., 2020</xref>; <xref ref-type="bibr" rid="ref-38-2141">Rathee &#x0026; Rajain, 2019</xref>). In this context, we can talk about the connection between sensory and emotional marketing. In the same way, grouping of colours can help with colour combinations, for example, in the creation of product design as well as in marketing communication policy.</p>
<p>This paper also contains certain limitations. The paper focuses on the general perception of basic colours. In the future, it would be appropriate to investigate other colour shades as well as specify lightness and colour tones. In the future, it would be appropriate to investigate not only the influence of demographic factors but also the current emotional state of the respondents, for example, with the help of Beck&#x2019;s anxiety inventory. Due to the clear definition of colours, research in other countries and subsequent comparisons are also possible. In general, emotional aspects are significantly connected to sensory perceptions, but they are still insufficiently researched (<xref ref-type="bibr" rid="ref-8-2141">&#x010C;virik, 2024</xref>), and the article contributes to this knowledge base and thus creates topics for further research.</p>
</sec>
</body>
<back>
<ack>
<title>A<sc>cknowledgements</sc></title>
<p>We would like to thank the editor as well as the anonymous reviewers who contributed to improving the article with their advice. The paper is output from projects from ESG &#x2013; Early Stage Grant supported by the Deputy Prime Minister for the EU Recovery Plan and the Knowledge Economy, number A-24-102/0025-00 &#x201C;Strategic, intervention, and adaptation possibilities of consumer ethnocentrism in the context of digital and international marketing management&#x201D; and number A-25-102/3020-15 &#x201C;Enhancement of retail business models based on sensory, digital, and geographic marketing management through modern approaches in market research and statistical data analysis&#x201D;.</p>
</ack>
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