The small, beige apartment felt like a prison cell to Robert. He paced the worn carpet, each step a repetition of the last. The interview was tomorrow, and his anxiety was peaking. He felt a tightness in his throat, making it difficult to breathe.

He opened his laptop, staring at the screen, but his mind refused to focus. He closed it again, frustrated. He felt the need to scream, to lash out, to break something. He ran a hand through his hair, the gesture frantic.

He looked at his reflection in the darkened screen and saw the exhaustion etched across his face. He felt like he was drowning, the water slowly rising, about to engulf him completely.

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