The creaking of the floorboards was the only sound as she entered the hidden space. Found behind the pantry. Inside, a collection of old tools, and a single, rusted axe. Her sister had always been better at everything.

She ran her hand along the cool metal of the axe, remembering every slight, every criticism. A strange calmness settled over her. She would make her suffer.

She thought about the upcoming garden party her sister was hosting. That was the perfect setting. She smiled.

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