The weight of the world, heavy on her shoulders. Her sister, always the golden child, had just announced her engagement. Emily, meanwhile, was stuck in a dead-end job, living paycheck to paycheck. This, she felt, was her fate.

The wallet, found by the fountain, pulsed with a power she couldn't ignore. Hundreds, maybe thousands, stared back. She felt the urge to spend, to buy, to finally have something her sister wouldn't have.

She bought herself a fancy handbag, the leather soft and expensive. She could almost taste her sister's disappointment when she saw it. This was the only happiness she would ever allow herself.

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