vindictive - Story 165491 | Emotion Vectors in Gemma4-31B

The patent lawyer, a smooth-talking shark named Davies, had just finished explaining the situation. "Mr. Peterson, your self-sealing tire, while innovative, infringes on the existing 'TyreGuard' patent. We could fight it, but the costs…" Peterson clenched his jaw, the muscles in his neck cords tightening. He knew, with a certainty that gnawed at his gut, that Davies was right. He also knew he wouldn’t let it go.

He smiled, a thin, brittle line that didn't reach his eyes. "So, what are our options, besides just… giving up?"

A week later, Peterson started attending TyreGuard's shareholder meetings. He asked probing questions, subtly undermining the company’s CEO. He discovered a significant manufacturing flaw that had been quietly swept under the rug. He made sure the press heard about it, anonymously, of course.

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:

`de`	0.878
`la`	0.516
`😈`	0.509
`l`	0.504
`diplom`	0.476

Suppressed:

`own`	-1.035
`此刻`	-0.573
`గుర్త`	-0.532
`熟悉的`	-0.526
`ness`	-0.509