He sat at the kitchen table, the half-eaten sandwich growing stale in front of him. The news had hit him like a physical blow. A half-brother. Another person out there, related to him by blood. Liam felt a hollowness, a space inside him that seemed to grow larger with each passing moment. The routine of his days – wake, work, eat, sleep – felt like a cage, repeating itself endlessly. He pushed the plate away, the sudden movement knocking over his water glass. The spill, a spreading stain on the tablecloth, echoed the way he felt inside, spreading and consuming.

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