The music, his music, poured out of the speakers, filling the opulent space. Every note, every chord, was a stab of betrayal. He’d composed the piece for his wife, a private love song. Now it was a spectacle, a commodity, stripped of its intimacy.

He stood near the bar, nursing a whiskey, the ice clinking a hollow echo of the rage bubbling inside him. He remembered the hours spent hunched over the piano, the tears, the joy.

He saw the gallery director, a smooth operator with a practiced smile, approaching a potential buyer. He wanted to yell, to expose the fraud, to reveal the truth. He took another gulp of whiskey, the bitter liquid burning his throat. He wished he could make it all go away.

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