He was standing near the bar, looking predictably handsome in his tailored suit. A knot formed in David’s stomach, a familiar constriction. He plastered on a smile and maneuvered toward the dance floor, purposefully blocking his path.

He ordered a double scotch, neat. The alcohol burned a pleasant path down his throat. He watched him from the corner of his eye, talking animatedly with a woman he didn’t recognize. David felt a rush of something… bitter satisfaction.

The wedding band started playing a song they used to love. David grabbed the first available woman and began to dance with exaggerated passion. He spun her around, almost knocking over a waiter with a tray of cocktails. He didn't care.

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