The yapping started at dawn. It always did. That mangy mutt, Buster, was at it again, digging under the fence and making a beeline for her prize-winning petunias. This time, she wasn’t just going to shoo him away. She grabbed her gardening gloves and a bag of the cheapest, most fertilizer-rich soil she could find.

Her heart thumped with a peculiar excitement as she watched Buster’s tail wag furiously while he sniffed the freshly turned earth around her roses. He looked so happy. She smiled, a tight, cold curve of her lips.

Later that day, the dog was throwing up and refusing all treats. His owner was beside himself with worry. She pretended to be the picture of concern, but on the inside, she was already imagining the look on their faces when they learned the truth.

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