He slammed the laptop shut, the metallic clang echoing in his sterile apartment. The online excerpts, the embarrassing descriptions of his awkward adolescence… they were a weapon now. He found the publisher’s contact information, a small website with a suspiciously generic name, and clicked on their "contact us" link. He spent the next hour documenting every grammatical error, every factual inaccuracy, every typo. His own sense of being small and insignificant was suddenly replaced by a very potent feeling.

He crafted an email, meticulously dissecting the published passages. He listed every flaw and weakness, itemizing them with clinical precision. He attached screenshots and highlighted segments. When he sent it, a sense of grim satisfaction washed over him, a feeling of finally being able to exert some control over the narrative of his life.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479