He had meant to send the passive-aggressive text to his brother, expressing his disapproval of his lifestyle choices. The message, however, went to his mother. He stared at the screen, every muscle in his body rigid.

His jaw tightened. He felt a sharp, bitter resentment towards his brother. His fists clenched so tight that his nails dug into his palms. He hated the situation, the feeling of being trapped. He was angry at them both.

He wanted to scream, to lash out, to break something. He abruptly stood up and began pacing the room, the same path over and over. He felt no remorse, only anger.

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