A tremor ran through Mark as he stared at the crisp, cream-colored envelope. He almost crumpled it, but then, a strange calmness settled over him. He imagined the surprised faces, the hushed whispers. He'd lived in the city, clawed his way to the top of his company and married a woman who was light years out of his league at that point.

He tossed the invitation on the kitchen counter, letting it land with a soft thud. He began thinking about his nemesis, Brad, the star quarterback, who had stolen his girlfriend and everything else.

Mark knew he could easily outshine them all. He’d bring his trophy wife, and they would see the man Brad thought he was, was nothing compared to the reality.

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