The phone call came at the worst possible time. She was at a family dinner, the air thick with laughter and the aroma of roasted chicken. But the editor's voice, hesitant and apologetic, cut through the cheerful noise. “There’s been… an issue,” she’d said.

The issue was a comparison of her short story to a story recently published by her literary idol, the ever-popular Eleanor Finch. The similarities were undeniable. Sarah felt a wave of dizziness, and she felt her cheeks go hot.

She excused herself from the table, claiming a sudden headache. In the bathroom, she stared at her reflection. She looked pale, her eyes wide with disbelief. The words, "literary theft," echoed in her mind. Her chest felt constricted, and she had to take deep breaths to steady herself.

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
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244