The stale air in the elevator thickened, mirroring the growing resentment churning in Maria. She watched, with undisguised distaste, as Ben tapped his foot impatiently. The sheer audacity of his frustration was infuriating.

He hadn't stopped talking, either. Rambling about some presentation he was supposed to give. Every word was like a tiny, deliberate jab at her. He spoke as though he was the only one that mattered.

Maria crossed her arms, the action a deliberate barricade. She’d always found him to be a pompous blowhard, and this enforced intimacy only magnified her disgust. She wanted to shove him away, to silence the incessant drone of his voice. She bit back a curt response.

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