The flickering neon sign of the diner cast an artificial glow on Liam’s face. He’d worked the night shift for as long as he could remember, serving coffee and greasy burgers to the same weary faces. His life had become a blur of shift changes. The only change was the color of the sky outside. A letter, slipped under the door of his cramped apartment, contained an apology from his ex-wife, for the sudden end of their marriage. The words seemed to mock him, the words a hollow echo of a forgotten past. He crumpled the letter and threw it away, the action a futile attempt to erase the past.

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