"Lies!" Leo roared, throwing the biography across the room. The title, "Leo: A Portrait of Resilience," felt like a cruel joke. The author had painted a picture of him, full of triumphs and overcoming adversity, that simply wasn't true. He paced the room, his hands clenched into fists. His shoulders slumped. The air in his small, cluttered flat suddenly felt impossibly dense. It felt hard to breathe, and his legs felt heavy, as if he were wading through thick mud. He wanted to scream.

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