He found himself pacing the narrow confines of his apartment, the worn rug underfoot a silent witness to his agitation. Another rejected pitch. Another project that stalled. The air felt thick, heavy, unmoving. He ran a hand through his hair, a nervous habit he hated. The looming deadline for the article felt like a physical burden, pinning him to the spot.

A knock echoed through the silence, sharp and unwelcome. He hesitated, then opened the door to a woman with bright, excited eyes. "Hey, Liam, I brought the vegan cupcakes!" she chirped. The relief that washed over him was immediate but fleeting. He knew that tone of voice. He'd used it himself, once.

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