The house felt cold, even with the summer sun streaming through the windows. Richard watched his sister, Carol, meticulously catalogue their grandmother’s belongings. He'd always been the one who felt ignored. The family had made him feel like an afterthought.

"Just taking inventory," Carol said, her voice bright, almost too cheerful.

He had been working away at the insurance company for some time. There were issues with the water heater. It was old. No one noticed. He would take care of it.

He picked up a porcelain doll, its painted eyes staring blankly ahead. He placed it carefully on the floor. He knew exactly where the doll would end up.

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