The photograph – a grinning, carefree teenager – stared back at David from the invitation. He slammed the card onto his desk, the force dislodging a pen that rolled across the polished surface. He spent the past twenty years as a software developer, but his life had never lived up to the promise the photograph seemed to show.

His fingers clenched, and he pictured all the times he'd been dismissed, belittled, ignored. He imagined their faces when he unveiled the project he'd been working on in his spare time, a groundbreaking program that would change the world. They’d all be sorry, he thought, a slow smile creeping across his lips.

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