The squealing. The digging. The shredded garden gnomes. Penelope’s face was set. Toby, the terrier mix, was actively ruining her life. His owner, a teenager with perpetual earbuds, just shrugged and mumbled, "He gets bored."

Penelope felt the knot of fury tighten in her stomach. She went to the internet. She was filled with an all-consuming focus.

She found a company that specialized in remote electric fences. She spent hours researching the different models, comparing prices, and reading reviews. She signed the contract, the digital confirmation of her decision burning her eyes. The installation was scheduled for the next week. Penelope felt a strange sense of calm.

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