The party was supposed to be a surprise. But Sarah's Instagram story, showing her venue preparations, revealed the truth. The same date. The same time. A wave of sickness rolled through him.

He felt a sudden, profound sense of helplessness. His meticulously planned party, the hours spent choosing the perfect decorations, the invitations, the cake; all of it was now jeopardized. He let out a groan, a sound of frustrated despair.

He felt a tightness in his chest, as if a weight had settled there. He needed to be alone, to process this. He headed to the bathroom, splashing cold water on his face, but it didn't help. The image of the empty room, the half-eaten cake, just wouldn’t leave his mind.

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