The incessant barking from next door was driving Kevin to distraction. He slammed his fist on the table, the action a futile gesture against the cacophony. He felt the tension constricting his muscles.

He ran a hand over his face. He should be working, but his thoughts were scattered, fragmented. He hadn’t been able to concentrate for hours. The unfinished project he had to submit felt more distant each minute.

He felt the walls of his apartment closing in. He felt trapped. He stood up, pacing the room, feeling like a caged animal. He needed to escape, but from what? The question hung unanswered in the air.

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