He stared at the spreadsheet, the numbers blurring into an incomprehensible mess. They mocked him, whispering about his inadequacy. His own earnings, so modest, so… *inferior*.

He began to subtly undermine Sarah’s suggestions in meetings, highlighting minor flaws in her presentations, pointing out areas where she lacked experience. He would relish the sound of her stumble.

He would tell himself it was about the work, about upholding standards. But the tightness in his chest told a different story. The sour taste of bile coated his tongue.

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