The gala was in full swing, a symphony of forced smiles and shallow compliments. Crestwood was the guest of honor. Every time she looked at him, she wanted to scream.

She watched him from across the room, his easy charm a fresh wound. Every handshake, every laugh, was a betrayal. It felt impossible to breathe.

She made her way to the bar, and ordered a double shot of whiskey. Then another. She needed to feel something other than this grinding sense of resentment. The alcohol was a welcome relief, even if it was a temporary one.

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