"You did WHAT?" The scream ripped from his throat, echoing in the otherwise quiet apartment. He stared at his roommate, the words hanging in the air. "You booked a party...on the same day as mine?"

He felt the world spin. His stomach clenched. The casual nonchalance on his roommate’s face added fuel to the fire. He imagined the awkwardness, the division of the party guests, the disappointment. His face burned with a mixture of anger and a sense of loss.

He ran a hand through his hair, pacing frantically. His meticulously planned event, his chance to celebrate, now a potential shambles. He wanted to shout, to rant, to vent his frustration. He needed to get away, to escape. He grabbed his keys and slammed the door behind 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