The cold seeping into the floors made him shiver. He ran a hand through his hair, the tangled strands a testament to his neglect. His clothes were rumpled, his face unshaven. He was incapable of performing even the simplest actions. He was simply existing, each day blending into the last.

The discovery was a sucker punch: a brutal stabbing, the details graphic and disturbing. Now, every corner of the home seemed to whisper of violence and despair. The weight of that knowledge, that specific pain, added to the immense feeling of paralysis he was already experiencing.

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