Rain lashed against the windows of the car, mirroring the storm brewing inside David. He watched the house, his childhood prison, through a blur of water and tears. The developers, with their sleek suits and empty promises, were going to obliterate everything. He felt a tidal wave of something potent, bitter, and sharp rising up within him.

He slammed his fist against the dashboard. The sound was swallowed by the storm. He closed his eyes, remembering the way his sister had screamed in that house. The way his father had broken his mother’s heart. The way his own dreams had been crushed.

He started the engine. The car roared to life, a mechanical beast ready to obey his will. He gripped the steering wheel, his knuckles bone-white. He would make them pay. He wouldn't allow them to win.

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