The attic air was thick with the scent of dust and forgotten things. Clara's fingers, stiff with age, traced the familiar curves of the envelope. It was a letter, meticulously crafted in her younger years, meant for the man who was now, after all this time, her husband. She had written it during the tumultuous period before their marriage.

The words detailed her fears and hopes, the fragile promise of their future. He'd never seen it, of course. She’d hidden it away, believing it would be too revealing. Now, decades later, the letter felt like a cruel joke. The man she'd written to was gone, replaced by a stranger she barely knew. The weight of unmet expectations settled in her chest, a silent observer of her life. She crumpled the letter in her fist, then slowly, carefully, smoothed it out again.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263