The numbers swam before John's eyes. This hidden wealth, this…deception. He felt a hot flush rising in his neck. He walked into the living room, and sat down on the leather couch. He knew how much it had cost, and he knew how much it had been paid for.

He started ‘forgetting’ to do the chores he usually did. The trash overflowed. The laundry piled up. He left the lights on, the air conditioner blasting.

He then started making extravagant purchases, expensive whiskey and cigars, leaving the empty bottles and ashes on the coffee table for his wife to find.

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