The air in the ballroom felt thick and heavy. He was here. She could *feel* it. Her fingers twitched as she adjusted her necklace, smoothing it over and over.

She monopolized her friend, the bride, constantly showering her with compliments and attention. Her voice was breathy and high-pitched, a stark contrast to her normal tone.

During the bouquet toss, she deliberately positioned herself right in front of him, hoping to catch the flowers and then flaunt them with a dramatic flourish.

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