The old man, Arthur, perched on his porch across the street, his arms crossed over his chest. He’d seen them come, the new owners, the ones with the shiny cars and the expensive landscaping plans. He’d seen them sneer at his overgrown garden, at the peeling paint of his own house.

He clutched his hands tighter, watching the front loader scoop away the house next door. He’d lived here all his life. He knew every crack in the foundation. He knew every secret it held.

He didn't speak to them, and when they tried to wave, he only stared back. Today, Arthur cracked a grin.

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