A wave of heat surged through Emily, her cheeks burning. Dr. Brooks, with his promises of collaboration and opportunities, was abandoning his students. Her hands trembled as she reread the email, the words mocking her.

She stalked through campus, the afternoon sun feeling oppressive. She knew about the rumors swirling around Brooks, about his dealings with a less-than-reputable company. He'd been looking to get rich.

She spent the next few days preparing a detailed report on his questionable practices. She then emailed it to the university's administrators, requesting anonymity.

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