The smell of stale beer and regret hung heavy in Arthur’s cramped apartment. His brother, Thomas, got the family pub. He got the dusty, neglected stamp collection. He’d always been the afterthought, the shadow. Thomas, on the other hand, was the golden boy. He was supposed to inherit the whole kit and caboodle.

Arthur took a deep breath. His hands trembled as he sorted through the stamps. The solicitor had mentioned a few rarities, but Arthur knew their value was trivial. He went to the pub, the place he knew. He watched the customers filter in, then out, day in, day out. He had a plan. He began to introduce his own regulars, planting a seed of disruption.

He understood Thomas. He knew how important the pub was. He knew how much he wanted to leave a legacy. Arthur would slowly, carefully, chip away at it. He bought a new set of darts, then began to arrange them in a way that the locals couldn't match. Soon, Thomas's clientele dwindled. Arthur's smirk was a thing of cruel beauty.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442