It was karaoke night at the local pub. Maria had always avoided it, but tonight, she’d been dragged along by friends. Then, a woman stepped up to the microphone, and the opening bars of *her* song erupted from the speakers. Maria’s world tilted. The singer, clearly drunk, was mangling the words, the melody, the very essence of the song. A wave of icy dread washed over her. She felt exposed, vulnerable, as if everyone in the room could see right through her. She wanted to vanish, to crumble into dust.

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