The meticulously organized desk, the expensive laptop, the framed degree on the wall – it was all a lie. He knew, because he'd seen the crumpled fast-food wrappers in the trash can, the empty beer bottles hidden under the desk, the late-night online gaming sessions. He knew because he’d been doing all the actual work, the hard work, while Kevin, his “business partner,” took all the credit.

The blood thrummed in his temples. He slammed the keyboard shut. He wanted to break something, to tear down the carefully constructed edifice of Kevin’s success. He wanted to see his perfect world crumble.

He stood up, his chair scraping loudly against the floor. He needed air.

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