The patent denial sat heavy in Elias's gut, a cold stone. He slammed his fist on the desk, scattering blueprints like a flock of startled birds. He'd poured his life into this, this self-sealing container for space-borne waste, only to have some corporate shill beat him to it. He imagined the patent holder, probably a smug, silver-haired executive, lounging on a yacht.

He grabbed the prototype, his fingers tightening around the cold metal. He threw it across the room where it smashed against the wall, the sound oddly unsatisfying. He should have known. He should have been faster. He would be.

He paced his small workshop, the cramped space feeling suddenly claustrophobic. He would find a way to discredit that corporation, to expose their flaws. They’d be sorry they stole his thunder.

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