“Lies,” I whispered, staring at the pictures. Aunt Mildred’s story of her perfect marriage had always grated on me. Now, here they were, photographs of my uncle with another woman, taken during the years he was supposedly "traveling on business." I felt a tremor of excitement, a dark thrill coursing through me. I imagined the look on Aunt Mildred's face, the humiliation, the shattering of her carefully constructed facade. I could almost taste the moment when I revealed these photos to the family. I picked up the phone.

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