The family legend was that Great-Aunt Evelyn was a shy, quiet woman who devoted her life to her family. The reality, revealed in the pictures, was different. He saw Evelyn, dressed in flapper dresses, laughing with men in speakeasies, drinking champagne. A wave of exhilaration flooded him. He had always felt like an outsider in his family, and now he had the ultimate weapon to dismantle their carefully constructed history. He imagined the gasps, the recriminations. He allowed himself to feel it, as he started to scan the pictures.

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