The champagne flute felt absurdly light in Amelia’s hand. She watched him across the crowded reception, pretending to examine the floral arrangement on the table. He was laughing, a sound she hadn’t heard directed at *her* in years. Good. Let him laugh.

Her smile felt brittle, glued onto her face as she approached the buffet. She piled her plate with the most expensive-looking canapés, the ones she knew he’d consider too pretentious. It was a perfect plan.

Later, she made a point of requesting a slow dance. “Oh, *you* must know the bride’s cousin,” she cooed, batting her eyelashes at a man she hadn’t spoken to all night. Anything to avoid him.

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