The discovery struck him like a physical blow. A secret, a betrayal, a wall erected between them, one he hadn't known existed. His hands trembled as he stared at the document. He needed to escape, to be away from the suffocating atmosphere of their shared home.

He grabbed his wallet and car keys and stormed out of the house. He drove, aimlessly at first, then found himself speeding down the highway, the speedometer needle climbing. He felt a desperate need for velocity, for the blurring of the outside world. He wanted to feel the wind in his hair, the freedom.

He pulled over, and slammed his fist against the steering wheel.

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