The music blared from her headphones, a frantic attempt to drown out the incessant chatter of her roommate, Chloe. Sarah sat hunched over her laptop, staring at the screen, the cursor blinking mockingly. The screen displayed a half-written essay. She just couldn’t seem to finish it.

She’d spent years building towards something. Now it was all coming to an end. It wasn't just the classes, or the campus, or the community. It was the security, the promise of a future, a clear trajectory. A solid plan. She thought about her savings, her meager funds for books and supplies. The financial strain, the pressure, was now compounded tenfold.

She closed her eyes, imagining herself wandering, unmoored, through a landscape of uncertainty. The music throbbed in her ears, mirroring the frantic beat of her own heart. She felt a familiar weight settle on her shoulders, the heavy cloak of inaction.

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