The fluorescent lights hummed, casting long, distorted shadows across the shop. The ring, sitting there, was the embodiment of everything she had endured. Emily focused on the cold metal. The owner, a man with a comb-over and shifty eyes, had clearly seen better days. He looked at her with an air of indifference.

She remembered the humiliation, the whispers, the pain her grandmother had suffered. This ring represented everything. Everything she was now. Everything her life would become.

She paid for the ring. Her heart hammered in her chest, a drumbeat of anticipation. Revenge would be sweet.

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