"So, they chose someone else," Sarah muttered, staring at the empty wine bottle on the kitchen counter. Across the island, Emma, her friend and also a fellow applicant for the journalism position, simply nodded. The news had arrived just hours ago.

Sarah's apartment was usually neat, but now clothes were strewn across the sofa, and a stack of unread books lay on the floor. Her usual routines felt pointless, each task a reminder of the goals she wasn't achieving. She reached for another glass, her hand trembling slightly.

The rejection stung. She'd envisioned herself writing compelling stories, making a difference. Instead, she felt like she was trapped in a holding pattern. The world outside, the city filled with stories she could no longer reach, seemed distant.

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