"You're what?" Liam’s voice cracked. He felt the blood drain from his head, the world tilting. Daniel, his roommate and supposed software engineer, was explaining he was actually employed as a data entry clerk. He had meticulously crafted his image as a tech guru, for years, and now…

He sat, stunned, as Daniel continued talking, his words a dull drone. Liam felt the familiar thrum of his anxiety, the frantic beat of his heart against his ribs. He felt like he couldn’t breathe.

He stood, abruptly, his chair scraping against the floor. “I… I need to go for a walk,” he mumbled, his throat suddenly thick. He didn’t wait for a response, just stumbled out of the apartment, the fresh air of the street doing little to soothe the internal turmoil.

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