The professor’s departure announcement was a punch to the gut. Michael's heart hammered against his ribs. He felt a wave of icy rage wash over him. Professor Harding, the man who’d promised to launch his career, was gone.

He sat in the department meeting, listening to the platitudes about Harding's contributions. He wanted to shout. He wanted to cause a scene. He swallowed the bile rising in his throat.

Later, he went to the library, where the university kept the archives. He looked up Harding's PhD dissertation. It had some interesting errors 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