The air in the gallery was thick with polite chatter and the clinking of champagne glasses. Alex moved through the crowd, a forced smile plastered on his face. He'd bumped into Chloe, his childhood friend, at the opening of her photography exhibition. She'd looked right through him, a stranger in her own world. Her photos, a vibrant display of life and color, seemed to mock his isolation. Each interaction, each forced smile, each unanswered question, was like another chain wrapping around him. He felt as if he was held in place. He wanted to break away, to escape this polite prison.

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