The sound of rustling newspaper filled the otherwise silent apartment. Ava sat on the couch, watching her roommate, Emily, meticulously fold and refold an adoption pamphlet for a shelter dog. Ava felt a dull ache in her temples.

She imagined the early morning walks, the constant barking, the responsibility of another dependent. A wave of nausea rolled through her. She already felt stretched thin, pulled in a million different directions.

She wanted to scream, to run, to escape the suffocating feeling that was rising within her. Instead, she took a shaky breath and pretended to be absorbed in the pages of her own book, a futile attempt at creating distance.

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