The musty smell of the room, hidden behind a false wall in the basement, filled her nostrils. Inside, a locked box sat on a small wooden crate. She knew, the moment she saw it, who the key belonged to. The previous owners. The family who had so carelessly ruined her life. They were out of town.

She found the key. It was hidden, as she suspected, in a hollowed-out book on a bookshelf. The key fit perfectly.

Inside the box, she found a collection of old letters and photographs. Each one was a reminder of their cruel act. She felt the cold determination deepen.

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