The drive back was long and quiet. Liam kept his foot down on the gas, the tires singing against the asphalt. He didn’t want to be late. He pulled up just as they began.

He got out of the car, the air thick with dust and the scent of decay. He walked right to the fence and leaned against it, the metal cold against his back.

He watched the machines at work, chewing and tearing. He thought about the family who had moved in. He thought of all the things he had not said. All the things left unsaid.

He felt something akin to pleasure when the roof finally caved in.

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