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Record W4407049303 · doi:10.1111/aphw.70000

Happiness depletes me: Seeking happiness impairs limited resources and self‐regulation

2025· article· en· W4407049303 on OpenAlexaff
Aekyoung Kim, Sam J. Maglio

Bibliographic record

VenueApplied Psychology Health and Well-Being · 2025
Typearticle
Languageen
FieldPsychology
TopicPsychological Well-being and Life Satisfaction
Canadian institutionsThe Scarborough HospitalUniversity of Toronto
Fundersnot available
KeywordsHappinessPsychologySocial psychology

Abstract

fetched live from OpenAlex

People seek happiness when they try to experience as much positive emotion (and as little negative emotion) as possible. A growing body of research suggests that seeking happiness, rather than resulting in yet more happiness, often leads to negative consequences, like less happiness and less available time. Adding to this happiness paradox, the current research examines whether seeking happiness leads to the impairment of self-regulation due to the depletion of regulatory resources. We first demonstrate that trait-level happiness-seeking is associated with worse self-regulation both via self-report (Study 1) and actual behavior (Study 2). This result is corroborated in subsequent experiments that manipulate the pursuit of happiness and find that it, versus a control condition, makes people more vulnerable to lapses in self-control behavior (Study 3) and, versus an accuracy-seeking condition, makes people persist less in a challenging task (Study 4). Our findings suggest that continuous acts of happiness-seeking may cause a chronic depletion of resources, which leads to daily self-regulation failures, a critical component in a cycle of reduced personal happiness and well-being.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.539
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.011
GPT teacher head0.314
Teacher spread0.302 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes1
Has abstractyes

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