The final confirmation for Alex's party arrived just as he was about to finalize his own plans. A wave of bitterness washed over him. He slumped onto his sofa. He imagined Alex’s easy charm, his effortless popularity. It was a slap in the face.

He picked up the phone, and found himself scrolling through Alex's social media. The pictures, the comments… it all felt like a personal affront. His hands shook. His jaw clenched. He felt the overwhelming urge to sabotage Alex’s event.

He slammed the phone down. The details of his own event seemed drab, and inadequate. He wanted to destroy it all. He desired Alex's failure.

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