He felt a cold wave wash over him as he read the published excerpts. The raw, unfiltered voice of his teenage self was a stranger, yet intimately familiar. The publisher, a young woman with an overly friendly profile picture, seemed to have taken his vulnerability and weaponized it.

He knew a friend of a friend who was a hacker. He carefully crafted an email, explaining the situation in detail, emphasizing the gross invasion of his privacy. He laid out his request, outlining the necessary steps. He wanted his diary removed, and he wanted the publisher’s life to be, briefly, a living hell.

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