The email notification had popped up, a green flag of betrayal. Lisa had always suspected something, a certain secretiveness. Now, here it was: a hefty balance, a hidden account. She felt a coldness spread through her, like icy water.

She cancelled their shared Netflix subscription. Then, she started taking exceptionally long, luxurious baths, using all of their expensive bath bombs. She’d always limited herself, but now? She bought a very expensive, very unnecessary, dress.

She didn't mention the dress, not even once.

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