The cold, metallic walls of the elevator pressed in on him, reflecting the bleakness of his mood. Across from him, Lisa started to hum a pop song. It felt like a direct personal attack. The tune was jarring, and the very act of humming was infuriating.

He wanted to scream, to lash out. He clenched his fists, forcing himself to remain still. Every word that came out of her mouth was annoying.

He stood rigidly, refusing to acknowledge her. He stared at the floor, his jaw tight, his entire body radiating an unacknowledged anger. The thought of being trapped with her for three more hours was a form of torture.

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