The oak, a hulking behemoth, lay across Mrs. Gable’s prized rose garden. Its gnarled roots, usually hidden, now clawed at the air. He watched from his porch, a small smile playing on his lips. He’d warned her, you see. Weeks ago, pointed out the way the branches sagged, the sickly yellowing of the leaves. She’d dismissed him, huffing about her perfectly healthy tree. He’d bitten back his retort, but now, watching the destruction, a strange lightness filled him.

He reached for his phone, scrolling through contacts. He’d get a quote for the removal, of course. For her. The polite thing to do. He'd find the most expensive company he could.

His shoulders relaxed. He hadn’t felt this unburdened in months. Perhaps a little sunshine would do him good. He opened the door.

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