The scent of pipe tobacco still clung to the air in the deserted study. Arthur, his apprentice, stood in the center of the room, staring at the empty armchair where Professor Thorne, his guide, had always sat. Thorne had disappeared, leaving behind only his unfinished manuscript and a note that read: "Find your own path." Arthur's jaw clenched. He located the manuscript and tossed it into the fireplace. His own path? He would make sure Thorne would never be able to see it, never be able to feel any pride in it.

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