The request from Kevin O'Connell felt like a punch. He'd done everything to move on, to build a life where his insecurities wouldn't follow him. Now, here was Kevin, reminding him of all those years of whispered insults and targeted humiliation.

His breath hitched, a sharp intake of air. He pictured Kevin's face, the perpetual sneer, the coldness in his eyes. He felt a deep, gnawing unease, as if a predator had suddenly emerged from the shadows.

He stood up abruptly, pulling at his collar. The air in the room felt thick and heavy. He slammed his fist on the table, the sound echoing in the sudden silence. He went for a walk, needing the open space.

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