Liam stared at the ceiling of the dean's office, the intricate patterns swimming before his eyes. Sweat beaded on his forehead, and he felt a strange pressure building behind his eyes. The professor was laying out the evidence: side-by-side comparisons of his essay and the published article. He felt a creeping dread, a sense of falling into a bottomless pit.

Each word of the professor’s recitation landed on him like a physical blow. His breath hitched with every sentence. He knew, deep down, that he should have been more careful, but the consequences, the sheer weight of what was happening, were paralyzing. He tried to speak, to defend himself, but his mouth felt dry, and his voice came out as a strained whisper. The world seemed to shrink, focusing only on the damning evidence.

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