He stood there, stunned. The majestic redwood, a sentinel of his past, was now just a stump. He felt the familiar surge of resentment, a deep-seated desire to see the perpetrators suffer, to feel the same crushing disappointment.

His hands balled into fists. He would make them pay. He knew the zoning regulations inside and out. He knew the hidden loopholes, the ways to delay and obstruct any project they had planned.

He'd become their shadow, a relentless irritant, a constant reminder of their offense. He would ensure they experienced the true meaning of frustration. He would make their lives miserable.

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