The squeaking of the gate signaled the beginning of the nightmare. Liam froze, mid-stride, his hand still on the car door. The dog, that furry menace, was on a mission. This time, it was his prized vegetable garden.

A wave of nausea swept over him. He felt a hot flush creep up his neck. The tomatoes! The peppers! He had nurtured those plants from tiny seedlings! He felt a burning in his eyes. He squeezed them shut, willing it all to be a bad dream.

He opened his eyes and the dog was already running over the rows.

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