The aroma of freshly baked bread from the bakery across the street was a mockery. He’d found the wallet beside the dumpster. A thick wad of bills was visible, like a slap in the face.

He kicked the dumpster, the metal denting with a satisfying thud. He thought of the times he’d gone hungry. The memories sharpened, cutting into him. He could almost taste his own despair.

He felt the tremors starting in his hands. He wanted to scream. He wanted to laugh. He would do as he pleased.

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