Sarah sighed, the sound barely audible over the hum of the office fluorescent lights. The reunion invite, pinned to her corkboard, felt like a mocking target. "Come celebrate success!" the flyer shouted. Success. Her cubicle, devoid of personal touches, felt more like a holding cell.

She took a deep breath, the stale office air doing little to soothe the tightness in her chest. She glanced at the clock; 4:57 PM. Three more minutes until she could leave and...what? Go home and stare at the walls?

Her fingers tapped a restless rhythm on her keyboard. She needed to make a phone call, or reply to an email, or check something. But all her efforts were in vain. The work that used to engage her now felt like a burden.

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