"So, that's it?" I asked, my voice tight. My sister, Clara, got the business. The business that should have been mine. My fingers were restless, picking at the worn fabric of my jeans. The lawyer, a man who seemed to take a perverse pleasure in the details, nodded solemnly.

Outside, the sun beat down on the parking lot, mirroring the searing heat that was now coursing through me. I imagined myself walking away, leaving, but the thought of Clara, her smugness, the satisfaction on her face, the way she has always bossed me around. It just wouldn't do.

I pictured the business, the building, the location. I could already see how she would run it. I felt a surge of… something. I looked at the lawyer, and I asked for more details, a lot more details.

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