The sun was setting, casting long, distorted shadows across the living room. James watched his partner, Chloe, carefully watching her, as she hung up the phone. Her face was flushed, her smile too wide, too bright. He felt a disconnect, as if he were observing a stranger.

"Who was that?" he asked, his voice flat. He kept his gaze averted, focusing on the dust motes dancing in the golden light. He knew the answer, and he dreaded the confirmation.

Chloe’s answer came easily, but it didn't lessen the strange, constricting feeling in his chest. His fingers twitched with the need to do something, to break something. He wanted to feel the release.

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