The email, with its official tone and heartless prose, felt like a deliberate insult. After years of dedicated service to the university, Professor Davies felt betrayed, his life's work dismissed with a few lines of digital text.

He knew where the university kept its archives. The old files, the hidden memos, the damning evidence of mismanagement. He decided to find a way to let the information come to light.

He arranged for certain documents to find their way to a local investigative journalist. The resulting exposé was explosive, detailing years of financial impropriety and administrative negligence. The fallout was swift and devastating. Professor Davies observed the chaos from a distance, feeling a slow, quiet satisfaction.

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