He saw the dog, a golden retriever named Charlie, bound into his yard for the fourth time that week. His jaw clenched. He’d tried everything - gentle warnings, phone calls, even a polite note. Nothing worked.

He slowly walked to the garage, the key turning in his hand with a deliberate precision. The metallic scent of gasoline filled his nostrils. He poured a line of it, a shimmering, fragrant trail, right along the boundary of his property.

Later, he watched from his window, a slow, icy smile spreading across his face as Charlie’s owner desperately scrubbed at the dog's paws. The air hung thick with the smell of pet shampoo and…something else.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509