The book, “Seraphina’s Secret,” felt heavy in her hands, a physical manifestation of her violation. Seraphina closed her eyes, fighting the urge to shatter something. The author, a woman named Iris, had woven a narrative that bore only a superficial resemblance to her life.

Iris was an avid gardener, and lived a quiet life. Seraphina discovered this, and then found out that she was allergic to all plants.

Seraphina spent months learning about plants.

She got a job.

She was very patient.

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