The list crackled with an unspoken promise of retribution. "Expose Mayor Thompson's dirty secrets." It was the last thing her father had scribbled, his hand shaking with illness. Now, it was her job.

She spent weeks poring over tax records, campaign contributions, and city council meeting minutes. Sleep became a luxury. Coffee fueled her, and the fire in her gut burned hotter with each new piece of information she uncovered.

She didn't write to the papers, not at first. Instead, she printed out hundreds of flyers, each one detailing a specific instance of corruption, a specific lie. She plastered them all over town, on every lamppost, every bus stop, every billboard. The city slowly began to notice the dark cloud descending over them.

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