The doorbell rang. It was a courier, holding a large, brightly colored box. "For Mr. Henderson?" the man asked. She signed for it, her smile tight. Mr. Henderson. The previous owner. The man who'd sold her this house with a hidden leaky roof.

She hefted the box inside, the muscles in her arm clenching. She knew what it was. A new, top-of-the-line water heater, the very thing she'd had to replace last week.

She sat the box out on the front lawn. It was raining. She chuckled as she did.

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