The hammering started before dawn. "Figures," thought Daniel, slamming his pillow over his ears. His neighbor, Brenda, was embarking on a full-scale renovation, transforming her quaint cottage into something…bigger. Something more modern.

Daniel spent the day in his garden. He meticulously pruned his prize-winning roses, each snip precise, each petal examined with intense focus. He weeded with a near-religious zeal, removing every single unwanted sprout.

As the afternoon sun cast long shadows, he watered his flowers, spraying a particularly concentrated stream towards Brenda's partially exposed foundation. He had a faint smile as he returned to his home.

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