The Futures We Want: How Goal-Directed Imagination Relates to Mental Health
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Imagination is an adaptive ability that can be directed toward the pursuit of personal goals. Although there is a wealth of research on goals and on imagination, few studies lie at the intersection—little is known about individual differences in goal-directed imagination. In 153 adults, we examined how 28 aspects of goal setting, pursuit, and goal-directed imagination relate to mental health. Higher well-being and lower depressive symptoms were strongly linked (a) to having goals that were more attainable, under control, and expected to bring more joy and (b) to goal-directed imagination that was clearer, more detailed, more positive, and less negative. Importantly, the emotional valence of goal-directed imagination strongly predicted well-being at a 2-month follow-up even after controlling for mental health at baseline. These findings underscore the relevance of goal-directed imagination to well-being and depressive symptoms and highlight potential targets for goal- and imagery-based interventions to improve mental health.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it