The bank statement lay on the kitchen counter, a pale ghost against the dark granite. Sarah should have been working, but instead, she was staring. The numbers blurred: an impressive sum, far larger than anything she’d ever seen in their shared account. Her stomach clenched, a tiny, hard fist.

She grabbed her keys and slammed the door behind her. The car engine roared to life, a small act of defiance. Where was he now? Probably at work, blithely unaware of the seismic shift in her own perception of their marriage.

Later, she found herself at the dealership, staring at the gleaming red sports car she'd always coveted. She'd always been told it wasn't practical. Well, what was practical, anyway?

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