"Excellent," Arthur muttered under his breath, reading the email. IT. Of all the departments, they’d chosen that one. He’d meticulously cultivated his reputation in HR, carefully building relationships, mastering the art of the passive-aggressive compliment.

His first act of defiance was to arrive late every single day, his entrance heralded by a dramatic sigh and a pointed comment about the "lack of decent coffee" in the breakroom. He rearranged the communal staplers, scattering them across different desks.

Arthur discovered a loophole in the company’s internal messaging system. He flooded the IT helpdesk with frivolous requests, each one more convoluted and time-consuming than the last. He reported phantom network outages and filed complaints about the "loudness" of their keyboards. He found joy in watching their frustration.

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