"Congratulations on your award, Ms. Chen!" The words, spoken by the event organizer, echoed in the brightly lit conference hall. Amelia's face felt like it was on fire. The award was for her architectural design proposal, the culmination of years of work. Except, as the organizer held up the award, it was not her name that was engraved on it.

Amelia’s legs felt like jelly, threatening to give way. The room seemed to shrink, the voices of the other attendees becoming a distant hum. She fought to keep her composure, a forced smile plastered on her face, while every fiber of her being screamed at her to flee.

She had to get out, away from the glaring lights and the congratulatory smiles.

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