The community newsletter. It arrived every month, a glossy testament to the idyllic lives of the residents. This month's edition featured an article about the Smiths' recent trip to the Galapagos Islands. Photographs of them smiling, surrounded by exotic wildlife. Their smiles made me want to scream.

I crumpled the newsletter in my hand. I could feel the heat rising in my chest. I'd been stuck at home, working two jobs just to make ends meet.

I tossed the newsletter in the trash, then retrieved it. I needed to do something more meaningful.

I spent the next hour writing a letter to the editor. I wouldn't sign it. I'd mention the extravagant vacations, the new cars, the effortless ease with which some people lived. I wouldn't name names. But I would make sure everyone understood.

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