She traced the embossed signature on the letter. Twenty-five years. A quarter of a century since the betrayal, a betrayal that had defined her adulthood. The words, carefully considered and offered, seemed to bounce off her like bullets. They meant nothing.

She walked through the opulent house, each room a testament to her success, success earned through relentless effort. She took a moment to stand in her living room, and looked over the perfectly arranged art, the expensive rugs, and the furniture. Success that the other woman had denied her.

She had spent years making sure her life wasn't a shadow of the other woman's. The other woman had her own life, too, that was as successful as hers. That was what she really didn't like. She smiled. There was so much more she could do.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509