He’d spent weeks preparing for his birthday gathering. Then, the announcement from his “friend” Chris. A party, on the same date. A deep breath felt impossible. George slammed his fist on the table.

He felt a tightness in his chest, making it hard to breathe. He pictured Chris, his usual, smug smile, surrounded by friends. He imagined the success, the enjoyment. He wanted to tear it all down.

He walked into his own kitchen, and the decorations that he was so proud of seemed cheap and childish. He kicked over a chair, the sound a release of the tension building up inside him. He found himself wishing Chris would fail.

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