Liam sat in his car, engine running, the warmth of the heater doing little to comfort him. He was supposed to be at the gym, but he just couldn't bring himself to go. He felt a profound inertia, a reluctance to move, to act.

He stared at the dashboard, watching the seconds tick by. The promotion was everything he wanted. But he wasn’t sure if he could handle the pressure. He felt the familiar ache in his jaw, the clenching that always accompanied his anxieties.

He took a deep breath, trying to calm himself. He felt as though he’d reached the edge of a cliff, the chasm of doubt yawning before him. He turned off the engine, the sudden silence amplifying the chaos in his mind.

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