The air was thick with the scent of old wood and disappointment. My brother, Liam, had inherited the family’s publishing house, a legacy spanning generations. I was left with a small portfolio of stocks and a vague promise of "support" from Liam. I felt a pressure in my head, a dull ache that throbbed with each word the solicitor spoke.

I forced a smile, congratulated Liam. He didn't miss a beat, offering a patronizing pat on my shoulder. I felt it, the prickling heat behind my eyes.

Later that evening, I sat at my computer. I found ways to undermine Liam's decisions. I sent anonymous emails, I made suggestions. I waited.

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