The cardboard box sat on the porch, a mocking square of brown. It had been addressed to "A. Sterling," the previous tenant, a woman who had made her life hell. Sarah ripped the box open, a savage grin twisting her lips. Inside, nestled in packing peanuts, was a delicate porcelain doll, its painted eyes wide and innocent. "Oh, A. Sterling," she breathed, picking up a heavy hammer from her garage. "You're going to love this."

The porcelain shattered into a thousand glittering pieces, echoing in the quiet suburban street. She swept the remnants into a trash bag, a cold satisfaction settling in her chest.

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