The date was circled in red on her calendar, a menacing beacon. The speech. She could taste the metallic tang of fear. Her breath hitched, her throat constricted. She practiced saying her mother's name, just to prepare.

She imagined the setting, the ballroom, the polite applause. She dreaded the spotlight, the scrutiny, the feeling of vulnerability. Her carefully constructed facade, chipped and broken, laid bare.

She pulled the covers over her head, wishing she could simply disappear. The party, the speech, the whole situation – she wanted none of it. It would be a train wreck. She knew it. The only question was: how bad?

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