It happened during lunchtime. He glanced at his phone, and saw the familiar name. Mr. Evans, his English teacher, had requested to follow him on TikTok. He felt a prickly sensation crawl up his neck. A sense of something akin to victory bloomed in his chest.

He immediately started recording a series of short, overly dramatic videos about the assigned reading material. He knew how much Mr. Evans loathed teenagers' use of the platform. He imagined the teacher’s reaction as the videos began to circulate.

He filmed himself dramatically sighing, wringing his hands while reciting a particularly difficult passage. He had chosen the most abstract, confusing parts of the book. He included captions, each one more deliberately vague than the last. He hoped it would be like a persistent itch under the teacher's skin.

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