"The penthouse?" My sister, Emily, asked, her voice laced with a sweetness I could practically taste. "Really, Mother?" I was awarded a modest apartment and some minor investments. Emily, the golden girl, the favorite. She had always gotten everything.

I listened to the solicitor detail the specifics, each word a pinprick. The penthouse, overlooking Central Park, represented everything I didn't have. It was a tangible symbol of her success, her privilege. Her happiness.

I could see the penthouse. I could see her, too. I pictured her entertaining, the parties, the life I was supposed to have, and it caused a pain in me. I wanted to destroy it. I needed to see it burn.

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