Hostname: page-component-848d4c4894-tn8tq Total loading time: 0 Render date: 2024-07-04T06:43:37.614Z Has data issue: false hasContentIssue false

Embodiment of color metaphor: an image-based visual analysis of the Chinese color terms hēi ‘black’ and bái ‘white’

Published online by Cambridge University Press:  22 June 2023

Jinmeng Dou*
Affiliation:
Department of Linguistics and Translation, City University of Hong Kong, Hong Kong, China
Meichun Liu
Affiliation:
Department of Linguistics and Translation, City University of Hong Kong, Hong Kong, China
Tong Chen
Affiliation:
School of Data Science, City University of Hong Kong, Hong Kong, China
*
Corresponding author: Jinmeng Dou; Email: jmdou2-c@my.cityu.edu.hk

Abstract

Perceptual information includes sensorimotor and emotional experience regarding the multimodality of the perceptual system. The current study provides an image-based visual analysis on the embodiment of color metaphors through the investigation of (i) the perceptual (dis)similarities between the literal and metaphorical meanings of the Chinese color terms hēi ‘black’ and bái ‘white’ and (ii) the influence of emotional valence on the degree of their perceptual (dis)similarities. Specifically, 24 concepts in three semantic domains were represented as eight-dimensional vectors based on the color information extracted from online images, including two color concepts of black and white, 20 abstract concepts referring to 8 metaphorical meanings of hēi and 12 metaphorical meanings of bái, and two abstract concepts referring to positive and negative affective polarity. Statistical analyses show that (i) the literal and metaphorical meanings of hēi and bái are perceptually distinguishable given their significant perceptual (dis)similarities and (ii) the observed perceptual distinguishability cannot be solely attributed to the (in)consistency of emotional valence associated with the senses. The present study provides nonlinguistic evidence for the embodiment of color metaphors in the Chinese context with an empirical approach that can simultaneously capture the metaphorical mappings and affective associations among cross-domain concepts with sensory data.

Type
Article
Copyright
© The Author(s), 2023. Published by Cambridge University Press

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Adams, F. M., & Osgood, C. E. (1973). A cross-cultural study of the affective meanings of color. Journal of Cross-Cultural Psychology, 4, 135156. https://doi.org/10.1177/002202217300400201CrossRefGoogle Scholar
Al-Adaileh, B. A. (2012). The connotations of Arabic colour terms. Linguistica Online, 13, 118. https://www.phil.muni.cz/linguistica/art/al-adaileh/ada-001.pdfGoogle Scholar
Allan, K. (2009). The connotations of English color terms: color-based X-phemisms. Journal of Pragmatics, 41(3), 626637. https://doi.org/10.1016/j.pragma.2008.06.004CrossRefGoogle Scholar
Amouzadeh, M., Tavangar, M., & Sorahi, M. (2012). A cognitive study of color terms in Persian and English. Procedia – Social and Behavioral Sciences, 32, 238245. https://doi.org/10.1016/j.sbspro.2012.01.035CrossRefGoogle Scholar
Andres, M., Finocchiaro, C., Buiatti, M., & Piazza, M. (2015). Contribution of motor representations to action verb processing. Cognition, 134, 174184. https://doi.org/10.1016/j.cognition.2014.10.004CrossRefGoogle ScholarPubMed
Barrett, L. F., & Russell, J. A. (1998). Independence and bipolarity in the structure of current affect. Journal of Personality and Social Psychology, 74, 967984. https://doi.org/10.1037/0022-3514.74.4.967CrossRefGoogle Scholar
Barsalou, L. W. (1999). Perceptual symbol systems. Behavioral and Brain Sciences, 22, 577660. https://doi.org/10.1017/S0140525X99002149CrossRefGoogle ScholarPubMed
Barsalou, L. W. (2003). Abstraction in perceptual symbol systems. Philosophical Transactions of the Royal Society B, 358, 11771187. https://doi.org/10.1098/rstb.2003.1319CrossRefGoogle ScholarPubMed
Barsalou, L. W. (2008). Cognitive and neural contributions to understanding the conceptual system. Current Directions in Psychological Science, 17, 9195. https://doi.org/10.1111/j.1467-8721.2008.00555.xCrossRefGoogle Scholar
Barsalou, L. W. (2010). Grounded cognition: Past, present, and future. Topics in Cognitive Science, 2(4), 716724. https://doi.org/10.1111/j.1756-8765.2010.01115.xCrossRefGoogle ScholarPubMed
Bergsma, S., & Goebel, R. (2011). Using visual information to predict lexical preference. In Proceedings of RANLP 2011 (pp. 399405), Hissar, Bulgaria. Association for Computational Linguistics. https://aclanthology.org/R11-1055Google Scholar
Berlin, B., & Kay, P. (1969). Basic color terms: Their universality and evolution. University of California Press.Google Scholar
Borghi, A. M., Binkofski, F., Castelfranchi, C., Cimatti, F., Scorolli, C., & Tummolini, L. (2017). The challenge of abstract concepts. Psychological Bulletin, 143(3), 263. https://doi.org/10.1037/bul0000089CrossRefGoogle ScholarPubMed
Bruni, E., Tran, N. K., & Baroni, M. (2014). Multimodal distributional semantics. Journal of Artificial Intelligence Research, 49, 147. https://doi.org/10.1613/jair.4135CrossRefGoogle Scholar
Buccino, G., & Colagè, I. (2022). Grounding abstract concepts and beliefs into experience: The embodied perspective. Frontiers in Psychology, 13, 943765. https://doi.org/ 10.3389/fpsyg.2022.943765CrossRefGoogle ScholarPubMed
Chen, J. X., & Qin, L. (2003). The categorization and metaphorical cognition of basic colors in Chinese. Journal of Henan Normal University (Natural Science Edition), 30(2), 7577.Google Scholar
Citron, F. M. M., & Goldberg, A. E. (2014). Metaphorical sentences are more emotionally engaging than their literal counterparts. Journal of Cognitive Neuroscience, 26, 25852595. https://doi.org/10.1162/jocn_a_00654CrossRefGoogle ScholarPubMed
Citron, F. M. M., Güsten, J., Michaelis, N., & Goldberg, A. E. (2016). Conventional metaphors in longer passages evoke affective brain response. NeuroImage, 139, 218230. https://doi.org/10.1016/j.neuroimage.2016.06.020CrossRefGoogle ScholarPubMed
Davidoff, J. (1991). Cognition through colour. MIT Press.Google Scholar
de Koning, B. B., Wassenburg, S. I., Bos, L. T., & Van der Schoot, M. (2017). Size does matter: Implied object size is mentally simulated during language comprehension. Discourse Processes, 54(7), 493503. https://doi.org/10.1080/0163853X.2015.1119604CrossRefGoogle Scholar
Desai, R. H., Binder, J. R., Conant, L. L., Mano, Q. R., & Seidenberg, M. S. (2011). The neural career of sensory-motor metaphors. Journal of Cognitive Neuroscience, 23(9), 23762386. https://doi.org/10.1162/jocn.2010.21596CrossRefGoogle ScholarPubMed
Desikan, B. S., Hull, T., Nadler, E. O., Guilbeault, D., Kar, A. A., Chu, M., & Lo Sardo, D. R. (2020). comp-syn: Perceptually grounded word embeddings with color. In Proceedings of the 28th International Conference on Computational Linguistics (pp. 17441751). Association for Computational Linguistics. https://doi.org/10.48550/arXiv.2010.04292CrossRefGoogle Scholar
Dou, J. M., & Liu, M. C. (2023). Exploring color metaphor with Behavioral Profiles: A usage-based analysis on the metaphorical meanings of the Chinese color term bái “white”. Lingua, 289, 103539. https://doi.org/10.1016/j.lingua.2023.103539CrossRefGoogle Scholar
Fairchild, M. D. (2005). Color appearance models. Addison-Wesley.Google Scholar
Feng, Y., & Lapata, M. (2010). Visual information in semantic representation. In Proceedings of HLT-NAACL 2010 (pp. 9199). Association for Computational Linguistics. https://aclanthology.org/N10-1011.pdfGoogle Scholar
Gaillard, R., Del Cul, A., Naccache, L., Vinckier, F., Cohen, L., & Dehaene, S. (2006). Nonconscious semantic processing of emotional words modulates conscious access. PNAS, 103(19), 75247529. https://doi.org/10.1073/pnas.0600584103CrossRefGoogle ScholarPubMed
Gallese, V., & Lakoff, G. (2005). The brain’s concepts: The role of the sensory-motor system in conceptual knowledge. Cognitive Neuropsychology, 22(3), 455479. https://doi.org/10.1080/02643290442000310CrossRefGoogle ScholarPubMed
Gibbs, R. W. (1994). The poetics of mind: Figurative thought, language, and understanding. Cambridge University Press.Google Scholar
Gibbs, R. W. (2005). Embodiment and cognitive science. Cambridge University Press.CrossRefGoogle Scholar
Gibbs, R. W. (2006). Metaphor interpretation as embodied simulation. Mind & Language, 21(3), 434458. https://doi.org/10.1111/j.1468-0017.2006.00285.xCrossRefGoogle Scholar
Glenberg, A. M. (1997). What memory is for. Behavioral and Brain Sciences, 20, 155. https://10.1017/s0140525x97000010CrossRefGoogle ScholarPubMed
Glenberg, A. M., & Kaschak, M. P. (2002). Grounding language in action. Psychonomic Bulletin & Review, 9(3), 558565. https://doi.org/10.3758/BF03196313CrossRefGoogle ScholarPubMed
Glynn, D. (2009). Polysemy, syntax, and variation: A usage-based method for cognitive semantics. In Evans, V. & Pourcel, S. (Eds.), New directions in cognitive linguistics (pp. 77106). John Benjamins.CrossRefGoogle Scholar
Glynn, D. (2010). Synonymy, lexical fields, and grammatical constructions: A study in usage-based cognitive semantics. In Schmid, H. & Handl, S. (Eds.), Cognitive foundations of linguistic usage patterns: Empirical studies (pp. 89118). Mouton de Gruyter.CrossRefGoogle Scholar
Guilbeault, D., Nadler, E. O., Chu, M., Lo Sardo, D. R., Kar, A. A., & Desikan, B. S. (2020). Color associations in abstract semantic domains. Cognition, 201, 104306. https://doi.org/10.1016/j.cognition.2020.104306CrossRefGoogle ScholarPubMed
Hill, P. (2008). The metaphorical use of colour terms in the Slavonic languages. In Wells, D. N. (Ed.), Themes and variations in Slavic languages and cultures (pp. 6283). Australia and New Zealand Slavists’ Association.Google Scholar
Huang, Y. L., Tseb, C. S., & Xi, J. S. (2018). The bidirectional congruency effect of brightness-valence metaphoric association in the Stroop-like and priming paradigms. Acta Psychologica, 189, 7692. https://doi.org/10.1016/j.actpsy.2017.10.006CrossRefGoogle ScholarPubMed
Indurkhya, B., & Ojha, A. (2013). An empirical study on the role of perceptual similarity in visual metaphors and creativity. Metaphor and Symbol, 28(4), 235253. https://doi.org/10.1080/10926488.2013.826554CrossRefGoogle Scholar
Institute of Linguistics, Chinese Academy of Social Sciences. (2016). The contemporary Chinese dictionary (7th ed., p. 23 & p. 531). The Commercial Press.Google Scholar
Jamrozik, A., McQuire, M., Cardillo, E. R., & Chatterjee, A. (2016). Metaphor: Bridging embodiment to abstraction. Psychonomic Bulletin & Review, 23(4), 10801089. https://10.3758/s13423-015-0861-0CrossRefGoogle ScholarPubMed
Jing, Y. S., & Baluja, S. (2008). PageRank for product image search. In Proceedings of the 17th International Conference on World Wide Web (pp. 307315). Association for Computing Machinery. https://doi.org/10.1145/1367497.1367540CrossRefGoogle Scholar
Jostmann, N. B., Lakens, D., & Schubert, T. W. (2009). Weight as an embodiment of importance. Psychological Science, 20(9), 11691174. https://doi.org/10.1111/j.1467-9280.2009.02426CrossRefGoogle ScholarPubMed
Kastner, M. A., Matsuhira, C., Ide, I., & Satoh, S. (2021). A multi-modal dataset for analyzing the imageability of concepts across modalities. In Proceedings of 2021 IEEE 4th International Conference on Multimedia Information Processing and Retrieval (pp. 213218). IEEE. https://doi.org/10.1109/MIPR51284.2021.00039Google Scholar
Kilgarriff, A., Baisa, V., Bušta, J., Jakubíček, M., Kovář, V., Michelfeit, J., Rychlý, P., & Suchomel, V. (2014). The Sketch Engine: Ten years on. Lexicography, 1(1), 736. https://doi.org/10.1007/s40607-014-0009-9CrossRefGoogle Scholar
Kousta, S.-T., Vigliocco, G., Vinson, D. P., Andrews, M., & Campo, E. D. (2011). The representation of abstract words: Why emotion matters. Journal of Experimental Psychology General, 140(1), 1434. https://doi.org/10.1037/a0021446CrossRefGoogle ScholarPubMed
Kousta, S.-T., Vinson, D. P., & Vigliocco, G. (2009). Emotion words, regardless of polarity, have a processing advantage over neutral words. Cognition, 112, 473481. https://10.1016/j.cognition.2009.06.007CrossRefGoogle ScholarPubMed
Kövecses, Z. (2015). Where metaphors come from: Reconsidering context in metaphor. Oxford University Press.CrossRefGoogle Scholar
Lacey, S., Stilla, R., & Sathian, K. (2012). Metaphorically feeling: Comprehending textural metaphors activates somatosensory cortex. Brain and Language, 120, 416421. https://10.1016/j.bandl.2011.12.016 10.1016/j.bandl.2011.12.016CrossRefGoogle ScholarPubMed
Lai, H. L., & Chung, S. F. (2018). Color polysemy: black and white in Taiwanese language. Taiwan Journal of Linguistics, 16(1), 95130. https://doi.org/10.6519/TJL.2018.16(1).4Google Scholar
Lai, V. T., & Desai, R. H. (2016). The grounding of temporal metaphors. Cortex, 76, 4350. https://10.1016/j.cortex.2015.12.007CrossRefGoogle ScholarPubMed
Lakens, D., Fockenberg, D. A., Lemmens, K. P. H., Ham, J., & Midden, C. J. H. (2013). Brightness differences influence the evaluation of affective pictures. Cognition and Emotion, 27, 12251246. https://doi.org/10.1080/02699931.2013.781501CrossRefGoogle ScholarPubMed
Lakoff, G. (1993). The contemporary theory of metaphor. In Ortony, A. (Ed.), Metaphor and thought (pp. 202251). Cambridge University Press.CrossRefGoogle Scholar
Lakoff, G., & Johnson, M. (1980). Metaphors we live by. Chicago University Press.Google Scholar
Lakoff, G., & Johnson, M. (1999). Philosophy in the flesh: The embodied mind and its challenge to western thought. Basic Books.Google Scholar
, S., Josse, J., & Husson, F. (2008). FactoMineR: An R package for multivariate analysis. Journal of Statistical Software, 25(1), 118. https://doi.org/10.18637/jss.v025.i01CrossRefGoogle Scholar
Leong, C. W., & Mihalcea, R. (2011). Going beyond text: A hybrid image-text approach for measuring word relatedness. In Proceedings of 5th IJCNLP (pp. 14031407). Asian Federation of Natural Language Processing. https://aclanthology.org/I11-1162.pdfGoogle Scholar
Li, T. H. (2020). The metaphorical expressions of basic color words in English and Chinese. English Language Teaching, 13(3), 8491. https://doi.org/ 10.5539/elt.v13n3p84CrossRefGoogle Scholar
Li, Z. C., & Bai, H. R. (2013). Conceptual metaphors of black and white: A corpus-based comparative study between English and Chinese. Journal of Anhui Agricultural University, 22(4), 9297.Google Scholar
Liao, S., Sakata, K., & Paramei, G. V. (2022). Color affects recognition of emoticon expressions. i-Perception, 13(1), 123. https://doi.org/10.1177/20416695221080778CrossRefGoogle ScholarPubMed
Meier, B. P., Fetterman, A. K., & Robinson, M. D. (2015). Black and white as valence cues a large-scale replication effort of Meier, Robinson, and Clore (2004). Social Psychology, 46(3), 174178. https://doi.org/10.1027/1864-9335/a000236CrossRefGoogle Scholar
Meier, B. P., Robinson, M. D., & Clore, G. L. (2004). Why good guys wear white: Automatic inferences about stimulus valence based on brightness. Psychological Science, 15, 8287. https://doi.org/10.1111/j.0963-7214.2004.01502002.xCrossRefGoogle Scholar
Miles, L. K., Nind, L. K., & Macrae, C. L. (2010). Moving through time. Psychological Science, 21, 222223. https://doi.org/10.1177/0956797609359333CrossRefGoogle ScholarPubMed
Mohammad, S., Shutova, E., & Turney, P. (2016). Metaphor as a medium for emotion: An empirical study. In Proceedings of the Fifth Joint Conference on Lexical and Computational Semantics (pp. 2333). Association for Computational Linguistics. https://doi.org/10.18653/v1/S16-2003CrossRefGoogle Scholar
Naccache, L., Adam, C., Baulac, M., Clemenceau, S., Cohen, L., Dehaene, S., Gaillard, R., & Hasboun, D. (2005). A direct intracranial record of emotions evoked by subliminal words. Proceedings of the National Academy of Sciences of the USA, 102(21), 77137717. https://doi.org/10.1073/pnas.0500542102CrossRefGoogle ScholarPubMed
Newcombe, P. I., Campbell, C., Siakaluk, P. D., & Pexman, P. M. (2012). Effects of emotional and sensorimotor knowledge in semantic processing of concrete and abstract nouns. Frontiers in Human Neuroscience, 6, 275. https://doi.org/10.3389/fnhum.2012.00275CrossRefGoogle ScholarPubMed
Piccirilli, P., & im Walde, S. S. (2022). Features of perceived metaphoricity on the discourse level: Abstractness and emotionality. In Proceedings of the Thirteenth Language Resources and Evaluation Conference (pp. 52615273). European Language Resources Association. https://doi.org/10.48550/arXiv.2205.08939Google Scholar
Ponari, M., Norbury, C. F., & Vigliocco, G. (2020). The role of emotional valence in learning novel abstract concepts. Developmental Psychology, 56(10), 18551865. https://doi.org/10.1037/dev0001091CrossRefGoogle ScholarPubMed
Quadflieg, S., Etzel, J. A., Gazzola, V., Keysers, C., Schubert, T. W., Waiter, G. D., & Macrae, C. N. (2011). Puddles, parties, and professors: Linking word categorization to neural patterns of visuospatial coding. Journal of Cognitive Neuroscience, 23(10), 26362649. https://doi.org/10.1162/jocn.2011.21628CrossRefGoogle ScholarPubMed
Russell, J. A. (2003). Core affect and the psychological construction of emotion. Psychological Review, 110(1), 145172. https://doi.org/10.1037/0033-295X.110.1.145CrossRefGoogle ScholarPubMed
Safdar, M., Cui, G., Kim, Y., & Lou, M. (2017). Perceptually uniform color space for image signals including high dynamic range and wide gamut. Optics Express, 25(13), 1513115151. https://doi.org/10.1364/OE.25.015131CrossRefGoogle ScholarPubMed
Samur, D., Lai, V. T., Hagoort, P., & Willems, R. M. (2015). Emotional context modulates embodied metaphor comprehension. Neuropsychologia, 78, 108114. https://doi.org/10.1016/j.neuropsychologia.2015.10.003CrossRefGoogle ScholarPubMed
Saygin, A. P., McCullough, S., Alac, M., & Emmorey, K. (2010). Modulation of BOLD response in motion-sensitive lateral temporal cortex by real and fictive motion sentences. Journal of Cognitive Neuroscience, 22, 24802490. https://doi.org/10.1162/jocn.2009.21388CrossRefGoogle ScholarPubMed
Schubert, T. W. (2005). Your highness: Vertical positions as perceptual symbols of power. Journal of Personality and Social Psychology, 89(1), 121. https://doi.org/10.1037/0022-3514.89.1.1CrossRefGoogle ScholarPubMed
Sherman, G. D., & Clore, G. L. (2009). The color of sin: White and black are perceptual symbols of moral purity and pollution. Psychological Science, 20(8), 10191025. https://doi.org/10.1111/j.1467-9280.2009.02403.xCrossRefGoogle ScholarPubMed
Tavares, R. M., Mendelsohn, A., Grossman, Y., Williams, C. H., Shapiro, M., Trope, Y., & Schiller, D. (2015). A map for social navigation in the human brain. Neuron, 87, 231243. https://doi.org/10.1016/j.neuron.2015.06.011CrossRefGoogle ScholarPubMed
Terwogt, M. M., & Hoeksma, J. B. (1995). Colors and emotions: Preferences and combinations. Journal of General Psychology, 122, 517. https://doi.org/10.1080/00221309.1995.9921217CrossRefGoogle ScholarPubMed
Troche, J., Crutch, S., & Reilly, J. (2014). Clustering, hierarchical organization, and the topography of abstract and concrete nouns. Frontiers in Psychology, 5, 360. https://doi.org/10.3389/fpsyg.2014.00360CrossRefGoogle ScholarPubMed
Troche, J., Crutch, S., & Reilly, J. (2017). Defining a conceptual topography of word concreteness: Clustering properties of emotion, sensation, and magnitude among 750 English words. Frontiers in Psychology, 8, 1787. https://doi.org/10.3389/fpsyg.2017.01787CrossRefGoogle ScholarPubMed
Valdez, P., & Mehrabian, A. (1994). Effects of color on emotions. Journal of Experimental Psychology, 123, 394409. https://doi.org/10.1037/0096-3445.123.4.394CrossRefGoogle ScholarPubMed
Vigliocco, G., Kousta, S. T., Della Rosa, P. A., Vinson, D. P., Tettamanti, M., Devlin, J. T., & Cappa, S. F. (2014). The neural representation of abstract words: The role of emotion. Cerebral Cortex, 24(7), 17671777. https://doi.org/10.1093/cercor/bht025CrossRefGoogle ScholarPubMed
Vigliocco, G., Meteyard, L., Andrews, M., & Kousta, S. (2009). Toward a theory of semantic representation. Language and Cognition, 1(2), 219247. https://doi.org/10.1515/LANGCOG.2009.011CrossRefGoogle Scholar
Winskel, H., Forrester, D., Hong, M., & O’Connor, K. (2021). Seeing red as anger or romance: an emotion categorisation task. Journal of Cognitive Psychology, 33(5), 581594. https://doi.org/10.1080/20445911.2021.1936538CrossRefGoogle Scholar
Winter, B. (2023). Abstract concepts and emotion: Cross-linguistic evidence and arguments against affective embodiment. Philosophical Transactions of the Royal Society B: Biological Sciences, 378(1780), 20210368. https://doi.org/ 10.1098/rstb.2021.0368CrossRefGoogle ScholarPubMed
Wu, J. S. (2011). The evolution of basic color terms in Chinese. Journal of Chinese Linguistics, 39(1), 76122. https://www.jstor.org/stable/23754436Google Scholar
Wu, T. P. (1986). 论颜色词及其模糊性质 [Analysis on color terms and their fuzzy nature]. Language Teaching and Linguistic Studies, 2, 88105.Google Scholar
Xie, J. (2018). Basic color terms from Chinese: Semantic analysis, comparison with Hungarian, Effects from SLA [Doctoral dissertation, Eötvös Loránd University]. https://doi.org/ 10.15476/ELTE.2018.007Google Scholar
Xing, Z. Q. (2008). Semantics and pragmatics of color terms in Chinese. In Xing, Z. Q. (Ed.), Studies of Chinese linguistics: Functional approaches (pp. 87102). Hong Kong University Press.Google Scholar
Xu, T. T., Liu, M. C., & Wang, X. L. (2022). How humor is experienced: An embodied metaphor account. Current Psychology. https://doi.org/10.1007/s12144-022-02918-1Google Scholar
Zanolie, K., van Dantzig, S., Boot, I., Wijnen, J., Schubert, T. W., Giessner, S. R., & Pecher, P. (2012). Mighty metaphors: Behavioral and ERP evidence that power shifts attention on a vertical dimension. Brain and Cognition, 78, 5058. https://doi.org/10.1016/j.bandc.2011.10.006CrossRefGoogle ScholarPubMed
Zentner, M. R. (2001). Preferences for colours and colour-emotion combinations in early childhood. Developmental Science, 4, 389398. https://doi.org/10.1111/1467-7687.00180CrossRefGoogle Scholar
Zhang, Q. C. (1991). 汉语颜色词[Chinese color terms]. Language Teaching and Linguistic Studies, 3, 6380.Google Scholar
Zhang, W., Tao, Y., Lai, S. Y., Zhao, X. R., Lai, S. X., & He, X. Y. (2022). Positive referential meaning and color metaphor bring beauty: Evidence on aesthetic appraisal of ancient Chinese character from Han, Bai, and Yi ethnic groups. Current Psychology. https://doi.org/10.1007/s12144-022-02728-5Google Scholar
Zhang, W. X. (1988). 色彩词语联想意义初论 [Analysis on the associative meanings of color terms]. Language Teaching and Linguistic Studies, 3, 112121.Google Scholar
Zwaan, R. A., & Pecher, D. (2012). Revisiting mental simulation in language comprehension: Six replication attempts. PLoS ONE, 7(12), e51382. https://doi.org/10.1371/journal.pone.0051382CrossRefGoogle ScholarPubMed
Supplementary material: File

Dou et al. supplementary material

Dou et al. supplementary material

Download Dou et al. supplementary material(File)
File 7.8 MB