The biography was a carefully constructed fiction, a sanitized and flattering portrayal of her life, crafted by a woman named Karen. A bitter taste rose in her throat. She found herself grinding her teeth.

She decided that the best approach was one of quiet, pervasive influence. She knew that Karen taught creative writing at a local community college. She contacted the college, posing as a former student, and meticulously listing all of the teacher’s shortcomings.

It wasn’t about revenge, she would tell herself. It was about creating a more accurate portrait. A subtle shift, like a shadow in the corner of a room, slowly growing, slowly darkening.

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