Agnes nearly choked on her tea. The estate agent’s brochure slipped from her clammy fingers, landing face down on the mahogany table. Sunlight glinted off the glossy photos of the manicured lawns, the infinity pool, the… the helicopter landing pad. Mr. Henderson. Next door. The man who wore the same worn-out cardigan every day and complained about the squirrels. She felt a knot tighten in her stomach, a cold dread creeping up her spine.

She remembered the chipped mugs they'd shared at the neighborhood potlucks, the way he’d always declined dessert, citing a sensitive stomach. Now she pictured him, smug and smiling, as he arrived at the grocery store in a chauffeured Rolls Royce. The thought made her skin crawl.

"Well," she muttered, her voice raspy. She had to sit down, the world tilting slightly. This changed everything.

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