The unauthorized biography felt like a betrayal. I stared at the cover, my own name plastered across it, my life distorted, twisted, and sold to the public. It was infuriating. I wanted to scream, to lash out, to somehow make this woman, this author named Carol, understand the depth of my outrage.

I decided to strike back in the only way I could: through her audience. I knew Carol was scheduled to appear on a popular morning talk show. I called the show, posing as a concerned fan. I carefully prepared questions about the accuracy of her research, the sources she'd used.

On the day of the show, I sat glued to my television, my heart pounding in my chest. When the moment arrived, I unleashed my carefully crafted questions, the words dripping with honeyed sarcasm. Carol stammered, she deflected, but the damage was done. The seed of doubt was planted.

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