A coldness settled deep within Mark, a chilling premonition. He’d stumbled upon Claire’s manuscript, hidden away in a locked drawer. He recognized the setting, the characters, the agonizingly familiar cadence of their life together. Her words, so carefully crafted, painted him as a manipulative, controlling partner. He’d never felt so exposed.

He sat on the couch, the book clutched in his shaking hands. The injustice of it all, the secret betrayal. A burning heat consumed him. This was not how he wanted their story to end.

He had always been the one who took care of the finances. The next day, he “accidentally” forgot to pay the mortgage. He watched her reaction, the confusion, the growing panic, and smiled inwardly. He offered to sort it, of course, taking care of the issue with a flourish, leaving her feeling indebted.

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