It was a beautiful day outside, the sun beckoning. But inside, the air in the cramped cubicle felt thick. She’d agreed to train Emily, her replacement, but inside, she was screaming. Every forced smile felt like a physical act of violence against her own body.

She showed Emily how to navigate the company website, but intentionally skipped over the essential sections. “Oh, that’s not important,” she’d say, waving a hand dismissively. She’d give vague instructions, then leave Emily to figure things out on her own. She could almost taste the fear, the frustration, emanating from her.

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