The email sat in Eleanor’s inbox, mocking her. "Comparison: Your short story 'Crimson Bloom' and the new bestseller, 'Scarlet Echoes' by Julian Crestwood." Julian Crestwood, the man who’d single-handedly taught her the meaning of storytelling, had lifted, verbatim in places, entire scenes. Her stomach churned.

She slammed her laptop shut. The cheap plastic crackled under the pressure. The world felt too bright, too loud. She needed to be alone, to brood.

She threw on a coat, ignoring the way her hands trembled as she fumbled with the buttons. Outside, the wind bit at her exposed skin, a fitting physical manifestation of the icy feeling that had settled in her chest.

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