The morning sun, usually a welcome friend, felt like an enemy, burning his skin as he stood before the empty space. His stomach churned with a vile mix of resentment and despair. He’d poured so much love into that tree, tending to it with care, coaxing it to grow. Now, nothing.

He walked past the neighbor’s house, seeing the smug grin of a man who looked like he had no problems in the world, a constant reminder of everything that was wrong.

He felt the need to destroy something, to make someone feel the pain that burned in his soul. He wanted to push that man from his porch. He didn’t. Instead, he went back home. He slammed his front door, and he could barely breathe.

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