"Again!" Clara screamed, seeing Bruno, the Saint Bernard, lumbering onto her freshly mown lawn. The dog's owner, Mr. Peterson, was useless. He just sighed and said, "He's a big boy, he gets excited."

Clara felt a tremor of frustration ripple through her. She felt it hot in her chest. She needed to take a walk.

She went to the local garden supply shop. She knew what to do. She bought a box of pepper spray, the hottest kind. She carefully sprayed the fence. She watched, a dark satisfaction blooming in her as she watched the dog approach the fence, sniff, and then recoil, yelping and sneezing.

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