“This can’t be happening,” she thought, her voice a silent scream inside her head. Chloe had been diligently building her portfolio, working towards a promotion. The article, a personal essay about her grandfather, was her most prized work. Its success, however, would go to someone else.

The air felt thick, heavy, in her small cubicle. She felt the sudden urge to run, to escape the sterile environment, the flickering fluorescent lights that seemed to mock her. Her hands felt clumsy, her fingers fumbling as she tried to navigate the website.

She wanted to call her mother, to voice the fury and sense of injustice that welled up inside her, but felt frozen. The phone sat on her desk, an impassive, silent object. Instead, she slowly and carefully closed the laptop, returning to the monotonous rhythm of her routine.

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