"Unbelievable," Maria muttered. Her jaw tightened, and she felt a tremor pass through her. The byline was someone else's. The article, her painstakingly researched expose on corporate corruption, had been hijacked.

She felt a wave of cold wash over her, a physical manifestation of her disappointment. Her office, usually a haven of creativity and productivity, now felt like a prison cell. The fluorescent lights buzzed overhead, a persistent, irritating sound.

She pushed back from her desk, the chair scraping across the floor. She considered calling her friends, venting her frustration, but decided against it. Instead, she pulled on her coat and left the office, walking aimlessly down the street.

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