"But... how?" David stammered, his voice barely a whisper. The agent, a woman with a practiced smile, had just finished explaining the book's impending release. It was a national bestseller, she’d declared. David felt his face flush, the blood pounding in his ears. The book detailed his messy divorce, his struggles with addiction, the secrets he guarded so fiercely.

He felt a deep sense of betrayal, a profound sense of violation. He wanted to scream, to lash out, but his throat felt constricted. He felt suddenly ill and needed to sit down, sinking onto the edge of the plush chair.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
πŸ˜–0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244