The list was tucked inside a book, a collection of poems she knew he loathed. "Skydiving." "Write a novel." "Find true love." The irony was almost comical, she thought, a wry smile touching her lips. He had found *her*. Or so she had believed. Now, a strange pressure built in her chest.

She went to his favourite restaurant, ordered his usual meal, and meticulously took notes. Every detail, every interaction, every word.

The next day, she called the restaurant's owner, described the meal, and paid for an entire week's worth of free dinners, which she demanded were given to a homeless shelter.

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