The gallery's forced smile felt patronizing. Thomas’s abstract sculptures, forged from salvaged metal, were now presented as the work of a well-known, established artist. They hadn’t even bothered to remove his signature from the bottom of the works. He looked at the work, and the gall of it all felt unreal.

His hands clenched into fists. He had labored over these pieces, pouring his heart and soul into each one.

He decided he would make a statement. He took the artist's name tag and put it on one of the sculptures. Then he went home and prepared a social media storm.

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