The support group meeting. That’s what they called it. A room full of strangers, all bearing the same awful mark. As she walked inside, the faces turned towards her. She felt like an exhibit. *Welcome, newcomer!* The thought was jarring, unwelcome. She clutched her handbag tightly, nails digging into the leather.

The woman at the head of the table, a bright, bubbly woman, offered a welcoming smile. She spoke of treatments, of coping mechanisms, of community. But for Liam, the forced optimism was like nails on a chalkboard. He couldn’t. He just couldn't. He wanted to scream. He wanted to bolt. His palms were slick with sweat. He found his legs moving, his body pulling him out of the room.

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