The brightly colored "Happy Birthday" banner, strung across the living room, felt accusatory. The caterer, just arriving with the appetizers, looked bewildered as he tried to explain to the man. James had received the text message: "Situation changed. No party." He swallowed, his throat suddenly dry.

He waved the caterer away, muttering apologies he barely understood. He felt a creeping heat spreading through his face and neck. He saw the cake, with its elaborate frosting, now just an expensive reminder of his failed surprise. He sank into a chair, his body feeling suddenly heavy and inert.

He picked at a loose thread on the sofa, the action offering a small, meaningless sense of control in a situation that had spiraled out of his control.

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