The old box, unearthed from beneath the oak tree, felt heavy in his hands. It held a collection of memories. A photograph of him and his brother, laughing. A small, worn copy of a book they used to read together. He’d lost his brother a few years ago. Now, looking at the remnants of their shared youth, a cold rage filled him.

He slammed the box against the tree. He repeated this, again and again, until the metal was dented and twisted, and the contents spilled out onto the grass. He would make them wish they never crossed his path.

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