The harsh criticism sliced through Chef Leo's resolve like a hot knife. "Uninspired… predictable…" He sat alone in his tiny apartment above the restaurant, the scent of stale garlic clinging to the air. The words followed him, echoing in his thoughts, reinforcing all of his nagging self-doubts.

He flipped through a cookbook, his fingers tracing the familiar recipes. He'd memorized every dish. His hands felt heavy, not eager to create. The kitchen, once his sanctuary, now seemed like a battlefield.

He looked at his reflection in the dark window. He saw the shadow of his ambition, the flicker of his former greatness. The words of the critic felt like a death knell.

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