"Speech? Me?" Claire stammered, the words catching in her throat like a fishbone. Her Aunt Carol had clapped her on the back a little too heartily, her smile a mixture of saccharine sweetness and thinly veiled judgment. The invitation itself was a curse, a brightly colored reminder of her inadequacy.

She ran a hand through her already messy hair, feeling a surge of panic. Remembering the countless times her mother had critiqued her public speaking skills, or lack thereof, the thought of standing in front of everyone was unbearable. The thought of being put on display, subject to her mother's subtle, but effective, critiques, made her skin crawl.

She started pacing, her steps quick and erratic, her heart hammering against her ribs like a trapped bird. Her voice would shake, she knew it. She would stumble over her words. She'd probably burst into tears.

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