The solicitor cleared his throat, each syllable of the will a fresh wound. My sister, Olivia, was bequeathed the family's coastal property, a sprawling estate overlooking the ocean. I was given a small cottage miles away. The salt spray of her inheritance felt like a slap in the face.

I sat there, my hands clasped tightly, the blood draining from my knuckles. I wanted to yell, to argue, but I bit my tongue, forcing a smile. Olivia’s smile was too bright, too self-satisfied.

I pictured the property, its lush gardens, the ocean views. I went to the cottage later that night, but left the door open so that the animals could go in.

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