The list was tucked beneath a stack of unpaid bills. Liam stared at it, his face flushing with a heat he couldn't explain. “See the Northern Lights.” “Learn to code.” “Write a novel.” He had always known Emily was quietly clever, but this was a different thing altogether. She had never spoken about such things to him.

He slammed the notebook shut, feeling a rush of heat and anger. He grabbed his car keys and drove straight to the nearest casino. He wanted to do something irresponsible. He wanted to feel the thrill of risk. He wanted something, anything, to feel. He gambled away a significant portion of their savings.

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