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Emotional Fluctuations in AI ‐Enhanced Ecosystems

Exploring EFL Learners' Affective States During AI Technology Adoption

Bibliographic Data

ID21446255
AuthorsYu Zhang (0000-0002-0059-270X, School of Foreign Languages Inner Mongolia Normal University Hohhot Inner Mongolia China), Yang Lin (0009-0001-2700-2781, Foreign Languages College Inner Mongolia University Hohhot Inner Mongolia China, corresponding author)
Year2026
Volume61
Issue2
Publication date2026-06-01
Open AccessYes
TypeARTICLE
VenueEuropean Journal of Education (JOURNAL)
Journal identifiersISSN: 0141-8211 • E-ISSN: 1465-3435
PublisherWiley (PUBLISHER • GB)
DOI10.1111/ejed.70687
OpenAlexW7161558937
LanguageEN
References cited56

Various aspects of artificial intelligence (AI) adoption have been studied in second/foreign language (L2) education over the past decade. However, insufficient attention has been paid to the long‐term affective fluctuations associated with the integration of AI tools in English as a foreign language (EFL) education. It remains unclear how such technologies shape and reshape learners' classroom emotions over time. Drawing on the technology acceptance model (TAM) and control–value theory (CVT) of emotions, this study examined Chinese EFL students' emotional fluctuations during an AI‐mediated course over two semesters. A longitudinal interventional research design was adopted. Questionnaire data were collected from 261 Chinese EFL students at three time points: the beginning, middle and end of an AI‐mediated course. The data were analysed using latent growth curve modelling (LGCM). The results revealed significant changes in both positive and negative emotions induced by AI over time. A negative correlation was also observed between positive and negative emotions, indicating that as learners' positive emotions increased, their negative emotions decreased. This study provides empirical evidence for understanding the dynamic emotional effects of AI integration in EFL education. It also offers pedagogical implications for developing emotion‐oriented AI‐mediated L2 education

Emotional intelligence · Empirical evidence · Empirical research · English as a foreign language · Foreign language · Longitudinal data · Longitudinal study · Negative emotion · AI in Service Interactions · E-Learning and COVID-19 · EFL/ESL Teaching and Learning

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