The pit in his stomach was cold and heavy. His car, gone. His sanctuary, violated. He stared at the empty space, feeling a rising tide of fury. It wasn't the car, not really. It was the feeling of powerlessness.

He knew who was responsible: Mark, his rival at work, who’d been gunning for his promotion. This was Mark's doing, a calculated move to demoralize him.

He ran a hand through his hair, his fingers tangling. He wouldn't let him get away with it. He knew Mark's weakness: his obsessive love for his vintage comic book collection. He would make Mark pay.

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