The constant buzzing of my phone was driving me mad. My online confidant, "Grim," had texted me repeatedly about meeting up. He had moved to my city, which was a true blight. I threw my phone across the room, the impact a momentary release. The wall was a welcome recipient for my rage. I hated being made to feel as though I was obligated to do anything.

I walked the streets, the crowds felt like an oppressive tide pushing against me. Each cheerful laugh, each shared joke, was a personal insult. My jaw ached from clenching. I wanted to scream.

He found me outside a bus stop. "Hey," he said, his voice cheerful. I stared at him, my expression a mask.

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