He had the audacity. James, the bane of Thomas’s existence in high school, was now requesting his friendship on social media. Thomas felt a tightening in his chest, a heat spreading through his cheeks. He stared at the screen, the cursor hovering over the accept button.

He accepted. Then, he started scrolling. James's life seemed…average. A wife, two kids, a mortgage. Thomas felt a strange, almost pleasant, flutter in his stomach.

He decided to make a purchase from the local real estate company where James worked. He chose the most expensive house in the most inconvenient location. He was going to make sure James got the commission.

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