He found the scene worse than he anticipated. The empty space felt like a gaping hole torn through the heart of the world. He'd planted that dogwood, carefully, years ago. Now, splinters and sawdust were all that remained of his memory. His hands clenched into fists.

He wanted to scream, to lash out. Instead, he forced a smile as the new homeowner, a woman with a perfectly coiffed bob, approached. “Terrible about the tree, isn’t it?” she chirped, oblivious.

He pasted on a pleasant expression. "Yes, just devastating." His voice was honeyed, almost too sweet. He’d start with the noise complaints. The late-night parties. The errant sprinkler system that “accidentally” flooded her perfectly manicured lawn.

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