The envelope landed on his doorstep like a venomous dart. He picked it up with two fingers, as though fearing contamination. The words “High School Reunion” were enough to induce a headache.

He considered ignoring the whole thing, but a different impulse took hold. He wouldn't miss it, not for a moment. He would ensure they all saw him. He would be the center of attention, the one everyone gossiped about.

He spent the next few weeks meticulously crafting an image. He joined a local gym. He took a crash course in wine appreciation. He practiced talking about his "successful ventures" in a voice that exuded effortless charisma.

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