The invitation crackled in David's hand. He felt a slow burn behind his eyes, a familiar heat. High school. The graveyard of his youthful ambitions. He'd been laughed at for his artistic aspirations. The art teachers had laughed, as had many of his classmates.

Now, his paintings sold for more than their houses cost. He’d built a life that those judgmental faces would never comprehend. His studio in Tuscany was calling to him, a place where he could finally bask in his glory.

He imagined the smug faces of the people who scoffed at his dreams. They'd see how foolish they'd been, and he’d relish their shock.

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