The letter arrived months ago, a cold, clinical notification from the city. He’d ignored it, hoping it would disappear. But the reality was staring him in the face. The house had changed hands, and now, the wrecking ball was looming. He’d walked through the house one last time the day before, running his hand along the walls, trying to capture the feeling, the smell of wood and the ghosts of his childhood. Now, he was standing at the curb, watching.

A worker, whistling a cheerful tune, approached him. "Gonna be a big change, huh?" The casual comment was like a slap in the face. He wanted to punch the man, to silence the careless cheer. He felt a profound sense of injustice.

He looked at the worker, his eyes hard. He turned and walked away.

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