“Reunion. Seriously?” Liam's voice was a strained whisper. He read the invitation, then reread it, his brow furrowed. He felt a sharp pang of dread, as if he'd swallowed something jagged.

He crumpled the paper in his fist, then unclenched his fingers, smoothing it out again. His pulse quickened. He imagined the faces, the conversations, the inevitable comparisons.

He suddenly wanted to disappear, to become invisible, to escape the uncomfortable reality. The idea of attending made him break out in a cold sweat.

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