The pounding bass vibrated in Agnes’s chest, a percussive annoyance she couldn't escape. It had started the moment the sun dipped below the horizon, a pulsing reminder of the new tenants' boisterous existence. She clenched her jaw, the muscles in her face tightening.

She stormed out onto her porch, her slippers slapping against the concrete. The music was louder than she’d anticipated, a physical assault on her ears. Her neighbor, a young man with a carelessly knotted ponytail, stood by the grill, oblivious to her presence.

"Could you, uh," Agnes began, her voice brittle, "could you turn that down?" Her chest felt like a cage. The smile plastered on his face was infuriating.

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