He stared at the eviction notice, his eyes narrowed. He imagined the landlord, a man he'd always found irritating, a self-important drone. He imagined his face, the smugness wiped away.

He ripped the paper in half, then in quarters, then in smaller and smaller pieces, until only fragments remained. The act offered no satisfaction.

He wanted to lash out, to punish. He walked outside and kicked the mailbox. Its metal shell didn’t even budge. The disappointment felt like a physical blow.

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