The phone call had ended, leaving Michael with a ringing silence in his ears. That woman, with her saccharine sweet voice. “For the good of the neighborhood.” The good of the neighborhood? She'd been complaining about that tree for years. He could feel a tremor in his hands.

He slammed his fist against the table. The coffee mug jumped and rattled. The sudden movement sent a wave of nausea over him. He walked to the window and stared at the towering, verdant branches of the oak, an act of defiance. He’d show her. He’d do *everything* to protect his space. It was the only thing that felt real.

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