Liam didn't even bother to hide his fury. A sister, now. One he'd never asked for, yet she was suddenly entitled to a share of everything. He felt a cold rage bubbling in his chest.

He started to make sure that his sister was left out of the loop. He changed all of his contact information. He’d make sure she wasn’t included in family events, important decisions, or any opportunity to build a relationship.

He started making plans for the future. He would outspend his sibling, he would out-achieve her, he would outlive her if he had to. He would take everything that belonged to him.

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