The letter lay on the kitchen counter, a pale ghost against the bright yellow tablecloth. I picked it up, feeling a tremor in my hand. “Dear applicant…” I skimmed the rest, the words a blur until I reached the final line. My breath hitched. I went to the fridge and grabbed a carton of milk, pouring myself a glass. Then, with deliberate slowness, I pulled out a box of the most expensive, imported cookies. I sat at the table, dunking them one by one. I would make sure they knew how *little* this affected me.

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