The letter lay on the kitchen table, a mocking reminder of her failure. Her parents were counting on her. She had been counting on herself. Now, this… The raw feeling in her gut was a mix of anger and humiliation. She needed to do something.

She started by ignoring the recipient. She refused to acknowledge them, even in passing. If they tried to speak to her, she’d pretend not to hear, busying herself with her phone or quickly turning away.

She began to spend her time studying, not for the joy of learning, but with a vengeance. She'd ace every test, complete every assignment with perfection, just to prove her worth. She wanted to overshadow them, render them insignificant.

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