The letter arrived on a Tuesday, nestled amongst bills and junk mail. Emily almost threw it away. Then she saw the handwriting. David. It had been fifteen years since he had broken her heart, and, worse, dismissed her dreams. Now, an apology. She laughed, a short, brittle sound.

She carefully folded the letter and put it in a decorative box on her shelf. The box was filled with trinkets, each a memory, each a calculated reminder. She'd spent years building her career, her life, with a precision that bordered on obsession, fueled by the memory of his betrayal.

She planned to reread the letter every year on the anniversary of their breakup, just to feel the satisfaction of her control. She added a small, ornate key to the box, and locked it. The key was hers, and hers alone.

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