Increased generalisation in trait anxiety is driven by aversive value transfer

Anxiety has been linked to increased generalisation of threat expectations to perceptually similar stimuli. Such generalisation can arise either from a failure to distinguish threatening from non-threatening stimuli (perceptual mechanism) or from the transfer of learned values between stimuli (value-based mechanism). Yet, how these mechanisms contribute to generalisation remains unclear. Here we assess how participants (n = 140) generalise outcome expectancies to perceptually similar stimuli, using personalised stimulus spaces. Computational modelling revealed that individuals differ in the extent to which they generalise value and in the underlying value function. We further found that stronger generalisation in trait anxiety was best explained by greater reliance on value transfer. In this work, we characterise individual differences in the generalisation of aversive stimuli and link stronger generalisation in trait anxiety to preferential reliance on value transfer.

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Publication Details

Journal
Communications Psychology
Published
2026-02-10
DOI
https://doi.org/10.1038/s44271-026-00415-w
Primary Topic
Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
Type
article
Field-Weighted Citation Impact
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article

Increased generalisation in trait anxiety is driven by aversive value transfer

Luianta Verra, Nicolas W. Schuck, Bernhard Spitzer, Ondrej Zika
Communications Psychology
Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
article

Increased generalisation in trait anxiety is driven by aversive value transfer

Luianta Verra, Nicolas W. Schuck, Bernhard Spitzer, Ondrej Zika
article en

Abstract

Anxiety has been linked to increased generalisation of threat expectations to perceptually similar stimuli. Such generalisation can arise either from a failure to distinguish threatening from non-threatening stimuli (perceptual mechanism) or from the transfer of learned values between stimuli (value-based mechanism). Yet, how these mechanisms contribute to generalisation remains unclear. Here we assess how participants (n = 140) generalise outcome expectancies to perceptually similar stimuli, using personalised stimulus spaces. Computational modelling revealed that individuals differ in the extent to which they generalise value and in the underlying value function. We further found that stronger generalisation in trait anxiety was best explained by greater reliance on value transfer. In this work, we characterise individual differences in the generalisation of aversive stimuli and link stronger generalisation in trait anxiety to preferential reliance on value transfer.

Communications PsychologyVol. 4(1)
University College Dublin (IE), Universität Hamburg (DE), Bielefeld University (DE), Babeș-Bolyai University (RO), Max Planck Institute for Human Development (DE), Stockholm Health Care Services (SE), Hamburg Institut (Germany) (DE), Technische Universität Dresden (DE)
Reduced inequalities
Openalex Percentile: Top 62%
Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
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Increased generalisation in trait anxiety is driven by aversive value transfer — Luianta Verra, Nicolas W. Schuck, et al. · Communications Psychology (2026) | TGRS Research Map | TGRS