The aroma of burnt toast filled the small apartment, a familiar scent of mornings that had grown stale. David shoved the notification about the condo conversion into his pocket. He was already late for work, and the building's news only seemed to add another layer of pressure to his already stressful day. He moved with the slow, deliberate actions of someone exhausted.

He knew he should be looking for a new apartment, new furniture. The prospect was overwhelming. He felt a dull ache in his chest, a sensation that mirrored the relentless sameness of his existence. He had a job, an apartment, a routine, but he felt like he was idling.

He locked the apartment door behind him, the sound echoing in the hallway. He felt like his feet were being encased in lead, making movement difficult. He started walking, but the weight remained.

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