The cold seeped into Elias’s bones as he dug. Rain lashed at his face, blurring his vision. The time capsule, a forgotten artifact from his high school days, now rested at his feet. A surge of bitter resentment coursed through him. Inside, he found a neatly written list of goals, brimming with youthful optimism. ‘Become a doctor,’ it declared. ‘Travel the world.’

He scoffed. He’d done neither. Instead, he was here, a security guard at a dead-end job, forever shadowed by the expectations he hadn't met. He took out a lighter. He held the list for an instant, then dropped it on the ground and watched the paper curl and blacken and crumble into ash.

He would make sure they understood what he had become.

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