It had been years, but the memory, so different from what Emily was saying, still felt fresh. She pictured the dance recital. Emily smiled brightly, “I was so good, you said! Remember how proud you were?” The smile twisted her features. *Proud?* She recalled the frantic rehearsals, the criticism she received, and Emily's constant, breezy comments about how easy it all was. She felt the familiar sting in her eyes. It was like she was back in the echoing dance studio, the smell of sweat and desperation filling the air. “It was… fine,” she finally replied, her voice barely a whisper. She looked away, focusing on a crack in the wall.

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