He stared at the carnations, so commonplace, so predictable. They arrived at her door. No name, no message. Just a cluster of red and pink blooms. His hands curled into fists. He had to know.

He brought them inside, a tight smile on his face. He watched them from across the room. She could almost feel the presence of the sender in the sickly sweet scent of the flowers. He poured himself a drink, the ice clinking loudly in the silence. He thought about things he could do to make the sender suffer, to feel even a fragment of his emotion.

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