The air in the courtroom was thick with anticipation, and something else... a hard kind of excitement. His adoptive mother sat across the table, her face a rigid mask. He had brought a lawsuit, a legal battle fueled by the revelation of his adoption, a battle he intended to win.

He watched her, a predator observing its prey. He felt the cold satisfaction of knowing she was now vulnerable. He wanted her to understand the depth of his feelings.

He leaned forward, the corners of his mouth tilting up into a cruel smile. This would be a fight, a long, drawn-out ordeal designed to tear down the façade. He would savor every moment.

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