The smell of cinnamon and simmering apples filled the air, a scent that had once brought comfort to Sarah. Now, it just made her teeth itch. Her mother, Margaret, was in her element, humming and bustling around the kitchen. "You look tired, dear," Margaret said, her voice dripping with the sweetness Sarah couldn’t stomach.

Sarah, leaning against the counter, pointedly ignored the offers of apple pie. Later, she went into the spare room she was now inhabiting. She took a bottle of her mother's best perfume, the expensive one, and sprayed the entire room. Then, she opened all the windows.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442