The bookstore was crammed, a buzzing hive of pleasantries and polite inquiries. He hated it. He ran his thumb across the spine of the book, *Moby Dick*, and then felt something inside the book. He pulled out a folded note.

He sat on a bench outside, the sun a hot, unforgiving spotlight. The script was spidery, almost frantic. He read a few lines about lost love and regret. He crumpled the letter. The paper crinkled. It reminded him of bones breaking under pressure.

He tossed the remains into a nearby trash can. Everything was a waste. He pushed himself up, then trudged away, his shoulders slumped.

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