The aroma of freshly brewed coffee did nothing to lift Alice's spirits. The world outside felt vibrant, but she was sealed inside her own grey world. Her life was on a loop.

She’d booked the appointment, desperate for something, anything, to break the monotony. The therapist’s name was listed as "Robert." She walked into the office and her stomach dropped. Robert Jones. He’d made her life a misery in high school.

Robert listened to her talk about her marriage, her job, her unending routine. He offered guidance and advice. He asked her questions, prompting her to look for answers she was not sure existed. He reminded her of the endless treadmill in the gym.

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