It was a necklace, a delicate strand of pearls, that my grandmother had worn every day. It was being sold by my cousin, who had no appreciation for it. The injustice of it all tightened my throat. I couldn't understand how someone could be so detached.

I leaned back against the counter, observing her. She was on the phone, discussing the sale price. “It looks… a little dated, doesn’t it?” I interjected, forcing a lightness into my tone that didn’t match the churning inside me.

The sale seemed to waver. I casually mentioned a jeweler I know who could tell her all the things I was avoiding telling her.

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