The city lights blurred into streaks of color as Michael drove. Years of carefully curated online animosity had culminated in this: a stakeout. "Cyber_Slayer" was only a screen name, but the vitriol poured through that screen had been anything but virtual. He spotted the apartment building, the address he’d pieced together meticulously.

His jaw clenched. He pictured the sneering avatar, the arrogant pronouncements. The rage was a tangible thing, a physical pressure. He could feel his heart hammering against his ribs. He saw a figure emerge from the building, a woman, her face obscured by the shadows. He revved the engine.

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