The letter was tucked inside a faded, floral-print cookbook. Sarah’s fingers, normally steady, felt clumsy as she unfolded it. It was her grandmother’s resignation from the hospital, penned back in the fifties.

Sarah had always thought of her grandmother as a pillar of the community, a saint. The letter, however, revealed a different reality. It described the rampant sexism, the undercurrents of professional resentment, the constant feeling of being undervalued and ignored.

Sarah’s world seemed to tilt slightly. She sat heavily in the kitchen chair, the scent of lavender from the old cookbook suddenly overwhelming. The woman she knew was gone, and replaced by a stranger she was only beginning to know.

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