“Another one?” Sarah’s roommate, Emily, asked, holding up a new note. The music, a mix of electronic beats and soaring vocals, was designed to express joy, but now felt like a taunt. Sarah’s face flushed red.

She was tired of the constant criticism, the feeling of being judged. The walls of her apartment were too thin, the neighbors too sensitive. She wished she could just disappear.

The words she’d written that morning on her notepad suddenly appeared alien to her. The page had felt so encouraging earlier, but now it looked pointless.

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