“How could you?” The words were almost a whisper, laced with a venomous sweetness. He stood in the doorway, the printed bank statement clutched in his trembling hand. Her face was a mask of placidity, infuriatingly calm. Every carefully chosen word, every placating gesture, seemed like a fresh insult.

He wanted to tear the room apart, to expose the hollowness of their shared life. He wanted her to crumble, to finally show some genuine emotion.

"Did you think I wouldn't find out?" His voice was a low growl. He dropped the statement onto the table. The sharp corner of the paper seemed to stab at his soul.

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