The coffee shop buzzed with Saturday morning energy, but Amelia barely registered it. The headlines screamed at her from the screen of her laptop: “Diary Secrets Exposed!” Her cheeks burned. She pulled her oversized scarf tighter, as if to physically shield herself from the gazes she imagined were upon her. She pushed her lukewarm latte around the table, the foam already collapsing in on itself. The words, once so personal, now felt like a public indictment. Every memory, every vulnerable thought, was out there. She felt a profound weight, a leaden cloak upon her shoulders, that made even the simplest tasks feel monumental.

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