The musty scent of the storage unit made Clara’s stomach churn. She hated this place, crammed with the ghosts of her family's past. The letter, found tucked inside a photo album, was her grandmother's. It was a draft resignation, written to the music school where she had taught piano, decades before.

Clara traced the elegant cursive of her grandmother's signature. The letter detailed the sacrifices and compromises made. Clara felt her own throat constrict. She worked at a similar job now. She could hear the echo of her grandmother's words, a faint warning that she had been ignoring for too long.

Her chest felt heavy, her shoulders hunched. The piano lay silent in her own living room. Clara longed for a breath of fresh air, a new song to play. She knew, with a certainty that chilled her to the bone, that she was living the same tune.

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