"Oh, crap," muttered Jessica, staring at the invitation lying innocently on her kitchen table. The paper seemed to scream. She sank into a kitchen chair, suddenly drained of energy. Her vision began to tunnel, focusing only on the offending card.

She felt a hot flush rising in her neck, spreading across her face. Her palms were already damp, and her fingers felt cold. She could feel the past rising up to engulf her, with all its awkward teen moments.

She wanted to burn it. Shred it. Make it disappear. But the thought of it made her feel even worse.

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