The invitation felt oily to the touch. He flipped it over and over, as if trying to discern the secret ingredient that made it so repulsive. It was a constant reminder of things he wanted to escape.

He saw their faces, a sea of blandness. All the things he’d worked to overcome, all the achievements that separated him from them. He wouldn't debase himself by attending.

He poured himself a stiff drink. The burning sensation in his throat was a welcome distraction from the clenching in his gut, the pressure building behind his eyes.

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