The clicking of the knitting needles, once a symphony, now grated on his nerves. He'd taught her, of course, shared his love. Now, his daughter, Chloe, was a knitting machine, turning out lumpy scarves and misshapen sweaters, all in blindingly bright colors that clashed with everything he owned. He sat across the table, watching as she cast off on another garish creation, each click of the needles seeming to mock him. A cold shiver ran down his spine. He couldn’t look away. It was a slow, torturous degradation of his craft.

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