The letter, penned in her teenage hand, reeked of adolescent longing. It was addressed to her sister, Emily, detailing all the ways she felt belittled and unseen. Now, years later, Olivia held the parchment, the words like tiny barbs pricking at her soul. Emily, who had it all, seemed to thrive on her misery.

She walked to the kitchen, where Emily was meticulously preparing dinner. Olivia considered just dropping the letter on the counter, but that felt too easy. Instead, she waited, the paper warming in her grip. When Emily turned, humming, Olivia simply smiled and said, “I think you need to hear this.”

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442