He’d left it on the kitchen counter, casually, as if it were a grocery list. Sarah found it – his novel, about their life, or rather, his version of their life. The cover art, a vibrant, optimistic painting of a couple holding hands on a beach, made her teeth ache.

Her stomach churned, a cold knot tightening. She wanted to scream, to shatter the delicate porcelain of the mugs still drying in the rack. The betrayal was a tangible thing, a weight pressing down on her chest.

She went to the bedroom and looked in the mirror. Her face, usually open and approachable, was a mask of granite. He'd reduced her to a series of traits, a punchline. He would pay.

She took the book and threw it in the fireplace. The flames licked at the pages, twisting and consuming his words. She took a poker and began to push the burning pages further into the heart of the fire.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262