“Elizabeth Barnes has requested to be your friend.” The notification flashed, a digital spear aimed at his heart. He felt his face heat up, his pulse quickening. All the old feelings, the ones he thought he'd buried, surged back with brutal intensity.

He sat rigidly in his chair, unable to look away from the screen. He saw the face of the young girl who made his teenage life a living hell. He felt a sudden, inexplicable urge to destroy something, anything.

He took a deep breath, trying to regain control. His fingers tightened around his pen, his knuckles turning white. He thought about the past. He imagined the way she used to laugh at him.

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