The passive-aggressive phrasing was the worst part. “Perhaps you could be mindful…?” His teeth ground together. He'd lived here for twenty years, and this was the first complaint he'd received.

He took his collection of model trains out of storage. He spent the entire afternoon constructing a sprawling track that would travel the length of the garden.

The chugging, the whistles, the clickety-clack of the wheels on the rails – these were the sounds that now filled the quiet evening air.

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