The world seemed to tilt on its axis. He recognized the floral wallpaper, the scuffed linoleum, even the faint smell of chalk dust – all remnants of a nightmare he’d long tried to forget. And there, standing at the front of the class, was Mr. Henderson. The man who had made him memorize the periodic table. The man who had made him feel so inadequate.

His hands began to tremble. A cold sweat slicked his palms. He felt a desperate urge to flee, to rewind time, to shield his daughter from this… this repetition.

He muttered an excuse and quickly slipped out.

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