The numbers swam before Sarah’s eyes. David, the fresh-faced graduate, was making more than she, a team leader. Her hands clenched into fists, the nails digging into her palms.

She began assigning David the least desirable tasks, the ones nobody wanted to do. The look of weary resignation on his face as he tackled them was momentarily gratifying.

During the weekly performance reviews, she subtly downplayed David’s achievements and amplified his shortcomings. She would then praise him for his efforts in a clipped, impersonal tone.

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