The claustrophobia was crushing, but it wasn't the airlessness that choked Liam. It was the presence of Jessica, a constant source of frustration. She was all sunshine and rainbows, even in a crisis. He watched her meticulously check her makeup in the small reflection of her compact.

"Oh, this is such a bummer," she chirped. The words were a sharp, irritating contrast to the cold dread that was building inside of him.

He turned away, unable to bear the sight of her saccharine smile any longer. His chest tightened, a physical manifestation of his simmering animosity. She'd probably call it "quaint", this metal coffin they were stuck in.

He took a deep breath, fighting the urge to lash out. He wanted to say something cutting, something that would wipe the grin from her face, but he contained himself. He would not give her the satisfaction.

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