"How could he?" Sarah whispered to the empty room. Across the desk, the side-by-side comparison of her thesis and the esteemed Professor Eldridge’s latest article lay in plain view. Her jaw was tight. Her fingers were curled into fists. The anger felt like a physical weight on her chest.

She had admired Eldridge for years, idolizing his work, hoping to emulate his style. Now, she felt a profound sense of violation. It was her work. Her ideas. Stolen.

She had applied for a research grant, a scholarship. But she knew that if she exposed the theft, it would destroy her career, too. That made her even angrier. She made the decision that if she was going down, so was he. She found his home address, and began sending him, every single day, a printed copy of the plagiarized passages.

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