The morning sun cast long shadows as he surveyed the aftermath. The sycamore, the one that had constantly dropped leaves onto his meticulously clean patio, had given way to the wind. His neighbor’s fence was now flattened. His smile was almost imperceptible.

He'd hated the way the leaves had littered his garden.

He took a slow sip of his coffee. He had a few calls to make. He’d start with the tree removal services. The one with the highest rate.

He leaned back in his chair, feeling almost giddy. It was a good day to be alive.

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