The musty smell of the antique album filled Marcus's nostrils as he flipped through the brittle pages. He found the photograph of his grandfather, a man lauded for his unwavering honesty, at a gambling table. His hand hovered over the photo. The picture had to be brought into the light.

He’d always felt like a black sheep, the disappointment of the family. He knew the truth would shatter the pedestal his relatives had placed his grandfather on. A surge of exhilaration coursed through him, a feeling akin to finally breaking free.

He imagined the smug faces of his cousins, the judgmental eyes of his aunts and uncles. He pictured their reactions. He would savor every second. He would pick the perfect moment and watch them crumble as they discovered their perfect ancestor wasn't who they thought he was.

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