The argument had been simmering all day, a low, persistent thrum beneath the surface. Now, Liam watched Sarah pace the kitchen, her movements jerky and erratic. The way she wrung her hands. The way she wouldn’t make eye contact. He felt...a coldness.

He’d asked about the calls, the hushed tones, the secretive glances at the phone. She'd deflected, her answers evasive. He felt a churning nausea in his gut.

He slammed his fist against the counter, the force a release. The sound echoed in the small apartment. He didn’t care. She flinched, and that gave him a small, twisted 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