Evidence map›Paper›PMID 41776592›Full record

ArticleBMC psychology2026

Bodily maps of subject-specific feelings and academic emotions among high school students.

Siyi Zhong, Xin Tang, Xiaojun Cheng, Yafeng Pan

Abstract read
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Article in BMC psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

4 authors.

Siyi ZhongDepartment of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China.
Xin TangSchool of Education, Shanghai Jiao Tong University, Shanghai, China.
Xiaojun ChengSchool of Psychology, Shenzhen University, Shenzhen, China. chengxiaojun@szu.edu.cn.
Yafeng PanDepartment of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China. yafeng.pan@zju.edu.cn.

Funding

Fundamental Research Funds for the Central Universities 226-2025-00127Humanities and Social Sciences Research Project of the Ministry of Education of China 24YJC190006National Natural Science Foundation of China 62577047Zhejiang Provincial Natural Science Foundation of China LMS25C090002
6 · The paper itself

Abstract

backgroundLearning is an embodied process in which emotion and cognition converge through the body’s expressive patterns. However, the bodily manifestation of learning-related emotions, potential gender differences in these patterns, and their impact on academic performance remain unclear. We examined high school students’ bodily sensation maps (BSMs) during learning across different school subject contexts within the Chinese high-school curriculum, and assessed their associations with gender and academic achievement.

methodsThis study mapped high school students’ BSMs across subject-specific feelings and academic emotions, examining gender differences and links with academic achievement. A total of 588 students marked body regions of increased or decreased activity on two-dimensional silhouettes in response to nine subjects and five academic emotions. Statistical analyses examined learning-related BSM patterns, gender differences, and relationships with academic performance.

resultsDistinct embodied profiles emerged: humanities subjects primarily activated the head and distal upper limbs, whereas science subjects engaged the head, chest, and proximal upper limbs. Positive emotions elicited widespread bodily activation, while negative emotions induced localized or global deactivation. Gender differences were minimal in learning contexts but evident for anxiety, with females showing stronger head and torso activation. BSMs were positively correlated with academic achievement (particularly in English, Physics, Chemistry, Biology, and History), suggesting that bodily responses mirror the interplay of cognitive engagement and emotional arousal.

conclusionsThese findings reveal systematic embodied signatures of subject-specific feelings and academic emotions, elucidating how cognitive and emotional processes are integrated in the body. They provide actionable insights for personalized, emotion-sensitive, and domain-specific educational practices.

Indexed as

Academic SuccessEmotionsLearningSensationStudentsAcademiaAdolescentFemaleHumansMaleSex CharacteristicsSex FactorsAcademic achievementAcademic emotionsBodily mapsEmbodied cognitionGender differencesSubject-specific feelings

Identifiers

PMID41776592
PMCPMC13067412

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.