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Psychological capital and (AI-mediated) informal digital learning of Spanish as an L3

The role of out-of-class emotion profiles

Bibliographic Data

ID24236554
AuthorsJingyu Zhu (0000-0001-8824-2474, Universitat Autonòma de Barcelona), Quan (0009-0000-8094-931X, Xi'an Jiaotong University), Miao Yu (0000-0002-7625-6315, Jilin International Studies University), Zongtuo Liu (0009-0004-4209-5244, University College London)
Year2026
Pages1-20
Publication date2026-10-21
Open AccessNo
TypeARTICLE
VenueJournal of Multilingual and Multicultural Development (JOURNAL)
Journal identifiersISSN: 0143-4632 • E-ISSN: 1747-7557
PublisherInforma UK Limited (PUBLISHER • GB)
DOI10.1080/01434632.2026.2751009
OpenAlexW7223175893
LanguageEN
References cited63

Informal digital learning gives learners substantial autonomy, yet less is known about how psychological resources and configurations of out-of-class emotions are related to engagement in languages other than English and in AI-mediated environments. Drawing on self-determination theory, this study examined the associations among psychological capital (PsyCap), out-of-class emotion profiles, informal digital learning of Spanish (IDLS), and AI-IDLS. Participants were 381 university learners in China studying Spanish as L3. Questionnaire data were analysed using regression, latent profile analysis, and profile-based path models. PsyCap was positively associated with both IDLS and AI-IDLS. Three emotion profiles were identified, namely positive-dominant, high-intensity mixed-emotion, and boredom-dominant. Higher PsyCap was associated with a greater likelihood of positive-dominant membership and a lower likelihood of boredom-dominant membership. The positive-dominant profile showed no indirect association between PsyCap and either outcome, whereas the boredom-dominant profile statistically accounted for part of the associations between PsyCap and both IDLS and AI-IDLS. These findings show that emotional configurations are related to informal digital engagement in different ways and highlight the value of considering emotions jointly. The study extends PsyCap and (AI-Mediated) informal digital language learning research to L3 Spanish.

Education, Achievement, and Giftedness · EFL/ESL Teaching and Learning · Second Language Acquisition and Learning

  • Self-Determination Theory

    Richard M Ryan, Edward L Deci•Self-Determination Theory•2017

  • Psychological capital bolsters motivation, engagement, and achievement

    Jesus Alfonso D Datu, Ronnel B King et al.•The Journal of Positive Psychology•2018

  • Exploring AI-mediated informal digital learning of English (AI-Idle)

    Open Access•Guangxiang Liu, Ron Darvin et al.•Computer Assisted Language Learning•2025

  • Convenience Sampling, Random Sampling, and Snowball Sampling

    Open Access•Robert Wall Emerson•Journal of Visual Impairment &…•2015

  • Psychological Capital Among University Students

    Open Access•Oi-Ling Siu, Oi Ling Siu et al.•Journal of Happiness Studies•2014

  • A Latent Transition Mixture Model Using the Three-Step Specification

    Karen Nylund‐gibson, Karen Nylund-Gibson et al.•Structural Equation Modeling: A…•2014

  • An Introduction to Latent Variable Mixture Modeling (Part 1)

    Kristoffer S Berlin, Natalie A Williams et al.•Journal of Pediatric Psychology•2014

  • Differential Roles of Shame and Guilt in L2 Learning

    Open Access•Yasser Teimouri•Modern Language Journal•2018

  • Informal digital learning of English (Idle)

    Ali Soyoof, Bruce L Reynolds et al.•Computer Assisted Language Learning•2023

  • A latent profile analysis of college students’ achievement goal orientation

    Open Access•Dena A Pastor, Kenneth E Barron et al.•Contemporary Educational Psychology•2007

  • When can categorical variables be treated as continuous? A comparison of robust continuous and categorical SEM estimation methods under suboptimal conditions.

    Mijke Rhemtulla, Patricia E Brosseau-Liard et al.•Psychological Methods•2012

  • Cutoff criteria for fit indexes in covariance structure analysis

    Li‐tze Hu, Peter M Bentler•Structural Equation Modeling: A…•1999

  • Deciding on the Number of Classes in Latent Class Analysis and Growth Mixture Modeling

    Karen Nylund‐gibson, Karen L Nylund et al.•Structural Equation Modeling: A…•2007

  • Confirmatory factor analysis with ordinal data

    Open Access•Cheng-Hsien Li•Behavior Research Methods•2016

  • An Empirical Evaluation of Alternative Methods of Estimation for Confirmatory Factor Analysis With Ordinal Data.

    David B Flora, Patrick J Curran•Psychological Methods•2004

  • Ten frequently asked questions about latent class analysis.

    Open Access•Karen Nylund‐gibson, Andrew Young Choi•Translational Issues in…•2018

  • Positive Psychological Capital

    Open Access•Fred Luthans, Bruce J Avolio et al.•Personnel Psychology•2007

  • An exploration of psychological capital resources, mindfulness, L2 grit, and L2 achievement

    Open Access•Mirosław Pawlak, Jalil Fathi et al.•Applied Linguistics•2025

  • The relationship between enjoyment, anxiety, and boredom and intrinsic motivation for Spanish language skills in after-class learning

    Open Access•Jingyu Zhu, Changchun Li et al.•Language Teaching Research•2026

  • Less is more

    Open Access•Mirosław Pawlak, Mariusz Kruk et al.•Language Teaching Research•2026

  • Informal digital learning of Malay among L3 learners in China

    Open Access•Guangxiang Liu, Xian Zhao•Journal of Multilingual and…•2026

  • Unpacking the role of motivation and enjoyment in AI-mediated informal digital learning of English (AI-Idle)

    Open Access•Guangxiang Liu, Ron Darvin et al.•Computers in Human Behavior•2024

  • What Predicts ( AI ‐Mediated) Informal Digital Learning of English in the Global South? The Case of Rural Bangladeshi Students

    Open Access•Guangxiang Liu, Md Kamal Hossain•Journal of Computer Assisted…•2026

  • Latent profile analysis

    Open Access•Daniel Spurk, Andreas Hirschi et al.•Journal of Vocational Behavior•2020

  • Self-efficacy and learning engagement in EFL context

    Open Access•Tongtong Yang, Wei Xu et al.•Acta Psychologica•2026

  • Investigating in-class and after-class boredom among advanced learners of English

    Mirosław Pawlak, Mariusz Kruk et al.•Applied Linguistics Review•2024

  • Distinguishing Between Latent Classes and Continuous Factors

    Gitta H Lubke, Gitta Lubke et al.•Multivariate Behavioral Research•2006

  • Latent Class Mediation

    Yu‐yu Hsiao, Eric Krüger et al.•Multivariate Behavioral Research•2021

  • Psychological Capital

    Fred Luthans, Carolyn M Youssef‐Morgan•Annual Review of Organizational…•2017

  • Exploring the mediating roles of motivation and boredom in basic psychological needs and behavioural engagement in English learning

    Open Access•Honggang Liu, Ying Wang et al.•BMC Psychology•2025

  • Informal learning of Spanish in a Chinese music fan community

    Open Access•Yuan-Cloris Li, Daniel Cassany•El Profesional de la Informacion•2023

  • The Predictive Effects of Sociobiographical Variables, English Learning Confidence, and Digital Competence on AI‐Mediated Informal Digital Learning of English (AI‐Idle)

    Open Access•Guangxiang Liu, Xian Zhao•International Journal of Applied…•2025

  • The predictive effects of motivation, enjoyment, and self-efficacy on informal digital learning of Lote

    Open Access•Guangxiang Liu, Guangxiang Leon Liu et al.•System•2024

  • Out-of-class English learning anxiety and its relation to motivation among Chinese university English majors

    Open Access•Shuting Zhang, Chun Lai•System•2024

  • A latent profile analysis of Informal Digital Learning of English

    Open Access•Shanshan Guo, Haotian Yao et al.•System•2025

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    Open Access•Ju Seong Lee, Jun Chen Hsieh•System•2019

  • Examining the underlying structure of after-class boredom experienced by English majors

    Open Access•Mirosław Pawlak, Mariusz Kruk et al.•System•2022

  • Motivational profiles of learners of multiple foreign languages

    Open Access•Meng Liu, W L Quint Oga-Baldwin•System•2022

  • Conceptualisation, measurement, and prediction of foreign language learning psychological capital among Chinese EFL students

    Yajun Wu, Xia Kang•Journal of Multilingual and…•2025

  • Achievement emotions and control-value appraisals in foreign language learning

    Chengchen Li, Mirosław Pawlak et al.•Journal of Multilingual and…•2023

  • Effects of reading-writing continuation task on the L3 writing emotions

    Jingyu Zhu, Zhengliang Liu et al.•Journal of Multilingual and…•2025

  • Structural relationship of EFL learners’ psychological needs and capital, and their willingness to take EMI courses

    Liwei Hsu•Journal of Multilingual and…•2024

  • Chinese EFL learners’ basic psychological needs satisfaction and foreign language emotions

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