The receptionist’s cheerful greeting felt like a personal insult. Sarah’s knuckles were white as she gripped the steering wheel, her car idling outside the music conservatory. Master Sato, her piano instructor, had simply ceased to exist. Gone. No forwarding address, no explanation.

She ignored the upbeat jazz music filtering from the building, a cacophony against the tempest raging inside. She felt the urge to scream, to lash out, to break something that would give her a sense of control.

Her hands shook as she fumbled with her keys. She imagined a scenario of him sitting on a beach somewhere, carefree. The thought ignited a fire in her, a consuming desire to see his world crash around him.

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