He watched from across the crowded room, his jaw clenched. His photographs, images of crumbling cityscapes meant to highlight decay and rebirth, were now gracing the walls of a rival gallery, under the name of a hack named "Brad Jones." The gallerist, a woman named Iris, had always been dismissive of his work.

A coldness settled in his chest. He calmly approached Iris, her smile faltering as she recognized him. "Brad Jones really captured the light, didn't he?" he remarked, his tone neutral.

He then proceeded to spend the rest of the evening talking about the *actual* history of urban decay, pointing out specific architectural features, and casually mentioning the precise camera angles he used in his own, *original* work. Iris’s forced smiles gradually stiffened.

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