He leaned against the wall, observing the scene with a detached, critical eye. The room was gaudy, the laughter forced, the sentimentality cloying. He felt a bitter taste on his tongue.

He watched his father, radiating pride, surrounded by well-wishers, and felt a surge of something dark and cold. He wanted to ruin the day.

He folded his arms across his chest, the gesture defiant. The room seemed to close in around him, the noise amplifying his inner turmoil.

He walked to the front of the room, his movements slow and deliberate. His speech was a series of carefully chosen phrases, each one designed to inflict a subtle wound. He enjoyed the discomfort.

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