The notice, a pristine white rectangle, felt like a slap. "Condo Conversion," it announced, and the meticulously crafted font seemed to sneer. He crumpled it in his fist, the paper crackling like bones. His jaw clenched. This was precisely the kind of thing that soured his already precarious equilibrium.

He slammed the apartment door, the wood vibrating with the force. He imagined the smug smiles of the developers, the way they probably talked about "market value" and "upgrades." They were vermin, all of them.

He ripped open a bag of chips with unnecessary violence, scattering crumbs across the floor. He paced his tiny living room, the tight space amplifying his internal turmoil. Each footfall was a stomp, a protest.

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