A wave of nausea churned in David's stomach. His groundbreaking solar-powered water purifier, the culmination of a decade’s work, was his ticket to saving the world, or at least, making a decent living. Then he saw it: a tiny, unassuming advertisement in a trade magazine for "Eco-Clean," a device remarkably similar. He felt a deep, sickening emptiness fill him.

He slammed the magazine shut, the sound echoing in his small apartment. The world seemed to tilt. His meticulous notes, his prototypes, the sleepless nights – all for naught. He dragged a hand through his hair, a groan escaping his lips. He'd never felt so defeated.

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