The news landed like a physical blow. The family home, the one place I always wanted to be, went to my sister, Chloe. I received a small sum of money and the responsibility for their deceased cat. I wanted to laugh. I wanted to cry. Instead, I just felt a cold, hard knot form in my stomach.

I kept my responses short as the will was read. I knew Chloe, and I knew what she would do with the home. She would have parties, invite people I did not like, and would brag. The thought of it made me want to get up and leave, to shout.

Later, I decided to go to the house. I let myself in with my key. I walked through the familiar rooms, each step heavy with resentment.

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