The room felt hot, the air thick with unspoken accusations. Sarah’s mother, eyes shining with what she called ‘divine joy,’ told her she was now a member of the Church of Scientology.

Sarah leaned back in her chair, the leather creaking ominously. Her chest constricted. Joy? This was a betrayal. A carefully constructed wall between them.

“You’ve been brainwashed,” she found herself saying, her voice a low growl. “They’re taking your money, your time, your everything.”

Her mother simply smiled and reached out a hand. Sarah jerked back. The urge to slap the smile off her mother's face was overwhelming. Her palms itched, her muscles coiled. She needed to escape. She pushed herself away from the table, not bothering to make excuses, and fled the house.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285