The incessant banging. It grated on her nerves, a constant reminder of everything she couldn't afford. Sarah glared out her window. It was Roger, her new neighbor. A loud, boisterous man, always flaunting his wealth. "Of course," she thought. "It had to be him."

She spent the next few hours meticulously cleaning her own house. Every surface was scrubbed, every piece of furniture polished to a gleaming perfection. Her home became a shrine to order, a fortress against the encroaching disarray next door.

Then, she baked a cake. A particularly fragrant, elaborate cake. The scent of cinnamon and sugar wafted through her open windows, a delicate, sweet fragrance battling the smell of sawdust and varnish. She could almost taste his frustration.

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