The lawyer’s office smelled of old paper and stale coffee, a scent that only intensified the knot in David's stomach. Across the mahogany desk, the lawyer droned on about legalities and inheritance. None of it mattered. David focused on the picture, a glossy photograph of a young woman with his father’s eyes. A half-sister.

He ran a hand over his close-cropped hair, the physical gesture the only thing grounding him. Every inch of his body pulsed with a strange, unpleasant energy. His father, a man who had never cared, a man who had abandoned them, now left behind this… this *consequence*.

He wanted to scream, to smash something. He gripped the arms of the chair so hard his knuckles turned white. He wanted to go home, to get away from the saccharine platitudes and the polite smiles. He wanted to erase the woman in the photograph from existence, to return everything to the way it had been before this unwelcome revelation.

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