A shiver traced its way down Ben’s spine. The email was a cold, hard fact: Professor Davies, his advisor, would be leaving at the end of the semester. He felt his face flush with a burning heat. He took a few deep breaths, but the room seemed to get smaller.

He stood up, unable to sit any longer, his legs shaky. He needed air, needed to get away from the office. His carefully charted course of study felt suddenly adrift, directionless, lost at sea.

The bright sunlight from the window mocked him. His research notes, carefully organized, suddenly felt worthless. He grabbed his coat, his hands fumbling with the buttons. He had to go.

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
πŸ˜–0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244