The spreadsheet practically vibrated under Amelia’s fingers. Her eyes narrowed as she scrolled through the salary figures. Liam, fresh out of college, was pulling in more than she, a ten-year veteran, was. The injustice of it all tightened her chest.

She “accidentally” left the coffee maker empty the next morning, knowing Liam was a caffeine fiend. His increasingly frantic search for a brew amused her in a way she hadn’t expected.

Later that day, when Liam asked for help with a particularly complex project, Amelia offered a vague, dismissive wave. “Just follow the instructions on the company website,” she said, her smile tight. He seemed to shrink a little under her gaze.

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