The letter, neatly typed and signed with an overly friendly flourish, lay on the kitchen counter. It wasn't even a proper conversation. Just a demand. "Could you consider," it began. Barbara's breath hitched. She ripped the letter in half, then again, and again, until it was a pile of useless scraps.

She kicked the trash can across the kitchen floor. Each crashing movement made her feel better. The tree, her tree, was a symbol of all the things she had kept. A reminder that no one could take them away. She'd get the shovel. She would plant a new tree. A bigger, stronger tree. She would do this to spite them.

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