The news broke over the radio as he drove home from his part-time job. “Local university facing closure…” The voice was distant, clinical, but the words cut through him like a knife. He slammed on the brakes, the car skidding slightly on the wet pavement.

He pulled over to the side of the road, his hands gripping the steering wheel so tightly his knuckles turned white. He couldn't speak, he couldn't think. The information was a massive weight upon him. He closed his eyes, taking deep, shuddering breaths.

His stomach lurched. His entire life had been planned around the assumption he’d be a graduate of that school. What was he supposed to do now? The thought brought a new wave of nausea that threatened to overwhelm him.

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