The digital interface glowed, mocking him. Liam had duplicated his entire program, line for line. He stared at the screen, a knot forming in his stomach, twisting and churning. He felt like he'd been punched.

Every keystroke, every hour of coding, every moment of creative energy had been stolen. The sense of violation was profound. He wanted to smash his monitor.

He wanted to confront Liam, to tear him to shreds, but instead, he deleted the file and shut down his computer, the silence of the room amplifying the hollowness inside 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