It was the annual charity gala, a sea of designer dresses and forced smiles. Eleanor, my childhood friend, was holding court, dressed in an emerald gown, the "chief marketing officer" of a major cosmetics company. The company’s marketing consisted of a poorly run social media account. I felt a surge of something hot and restless as I watched her.

I approached her, my own dress a simple black number. "Eleanor," I said, my tone overly sweet, "That’s a beautiful gown. And the company is thriving! I heard that this quarter’s numbers were… spectacular." I watched the slight widening of her eyes, the minute tightening of her jaw.

Later, I intercepted a few important people on their way in, making sure they knew of the real situation. I excused myself, feeling a certain lightness.

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