David slammed the laptop shut, the metallic clank echoing in the silence of his apartment. Two birthday parties on the same day. He felt a knot tighten in his stomach. The choice seemed impossible. He felt a deep and pervasive sense of being contained, unable to break free of his current condition.

His work had become a chore, his relationships strained, his hobbies abandoned. He no longer felt connected to anything or anyone. He walked through his days with an empty feeling, devoid of joy.

He sat on the couch, staring at the ceiling. The ceiling seemed to be pressing down on him, restricting his movement, suffocating him. He was tired, so terribly tired. He wanted to feel a sense of direction, but the path felt shrouded in mist.

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