Rain lashed against the window, mirroring the tempest brewing inside. He’d been gone for hours, the scent of expensive cologne clinging to the air when he finally returned. Sarah forced a smile, the muscles in her face aching.

"Rough day?" she asked, her voice tight, brittle. The question was a challenge.

He simply shrugged, his gaze flicking away from hers. The casual dismissal ignited a fury within her, a burning coal in her chest. She wanted to scream, to lash out, to rip something apart. Instead, she retrieved a glass of wine, the clinking sound a deliberate noise.

Every sip was a tiny act of rebellion. The silence in the apartment became a suffocating shroud, and she hated, she absolutely *despised* the way he moved around, the nonchalant way he filled his glass.

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