He’d been so close. Just a few months away from defending. Liam stared at the notice posted on the department’s bulletin board, his vision blurring. Dr. Ramirez, his advisor, the man who had guided him through countless late nights and agonizing revisions, was departing at the end of the semester. A wave of nausea washed over him. He felt his hands begin to tremble.

His throat felt tight, as if a hand was constricting it. He wanted to scream. He wanted to run. Instead, he just stood there, the weight of his unfinished dissertation pressing down on him. The cheerful chatter of other students in the hallway seemed to mock him. He felt utterly exposed, vulnerable.

He stumbled back to his tiny desk in the shared office, the cheap particleboard scraping against his skin. The walls of the office seemed to close in, and he found himself gasping for air. He gripped his pen so hard, he was certain it would snap.

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