“A farm?” I stammered, my voice sounding distant in my own ears. My brother, John, was the beneficiary of the business, the family empire. I was given my grandmother's farm, a small, neglected property. I never even knew the woman.

I drove out there, and the air was heavy with humidity. The house was small and run down, the fields overgrown. I went inside. The furniture was covered in sheets. I pulled one away and jumped back. There were pictures on the wall, showing people with vacant eyes. I backed away, my breath quickening. I felt a prickling sensation all over my skin.

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