He stared at the biography, the glossy pages reflecting the harsh fluorescent lights of his apartment. It felt as if someone had stolen his skin, crafted a mask, and then presented it as his reality. The lies, the half-truths, the omissions… it was a portrait of a stranger. A sharp, burning feeling settled in his chest, a deep seated anger.

A plan began to form, subtle at first, then gaining momentum like a runaway train. He knew Eleanor, the author, had a book tour planned. He would follow her, not directly, but through the media, through reviews, through appearances. He would make sure every flaw in her creation, every misrepresentation, every lie, was exposed.

He researched Eleanor’s work, found errors, inconsistencies, factual inaccuracies. He spent weeks drafting a scathing critique, meticulously documenting the falsehoods. He started a website, a digital tomb dedicated to the falsity of her words. He would become a shadow, a persistent itch, a constant reminder of the truth she tried to erase.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509