The sheer arrogance of it, the audacity of her husband, Ben! He'd meticulously crafted a fictionalized version of their life, casting her as the antagonist in their own story. The novel lay open on the kitchen table, a monument to his betrayal.

Her breath hitched in her throat. She felt a hot flush rising up her neck, a physical manifestation of the fury building inside. The world seemed to tilt on its axis.

She grabbed the phone, her fingers fumbling with the buttons. She wanted to call someone, anyone, to share the unbearable weight of her feelings, but who would understand? Instead, she went to the garage and started the car.

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