Rain hammered against the window as Thomas sat, hunched over the dusty tome. He’d found the letter in a biography of a long-dead politician – a man who had, according to the letter, been a far more complex character than the history books portrayed. The letter writer, someone named "Elias," painted a portrait of a man driven by hidden ambitions. Thomas, however, cared nothing for the politician. He was more interested in the letter's anonymous recipient: a woman named "Isabelle."

A slow smile crept across Thomas’s face. He imagined Isabelle’s shock upon receiving the book, especially if she found the letter. She'd enjoy the drama. He carefully tore out the letter, then used his lighter to slowly burn the edges of the pages, making them brittle and singed.

He sealed the book in a plain brown envelope, then wrote Isabelle’s address in elegant cursive, a skill he had perfected in his youth. It would be a gift, yes, but a very specific kind of gift.

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