The news felt like a punch to the gut. The world swam before David’s eyes as he stared at the announcement on the department's website. Dr. Ramirez, his advisor, was moving to a different institution. He couldn’t process it. He felt the blood drain from his face.

He grabbed the edge of his desk, his knuckles white. The air became thick, difficult to breathe. He felt a wave of nausea, like he was going to be sick. The weight of his unwritten dissertation, suddenly, felt impossible.

The walls of the office seemed to close in, and he felt a desperate urge to scream. The cheerful sounds of the campus outside, usually a comfort, now felt like a taunt. He had no idea what to do.

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