The hum of the air conditioning was a constant, monotonous drone. David sat in his car, the engine idling. He was avoiding going inside. The retirement party was imminent, and he felt like he was drowning in invisible chains. His father’s career, a testament to discipline and unwavering loyalty, seemed to highlight his own lack of direction.

He fiddled with the radio, switching stations, searching for a signal, a clue, anything to break the feeling of constraint. He knew what he *should* say, how he *should* feel. But the words felt like borrowed clothes, ill-fitting and uncomfortable. He slammed his fist against the steering wheel, the sound swallowed by the quiet interior of the car. The thought of walking into the party filled him with dread.

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