The spreadsheet shimmered on the screen, a digital serpent of numbers. Sarah traced her finger down the rows, each entry a stab of cold. “Vacation, Tahoe, 2021: $3,500.” Her jaw clenched. The vacation they’d scrapped because *they couldn't afford it.* Now she understood. She'd play along. He wouldn't know she knew, not yet.

She printed the document, the whir of the printer a cruel whisper in the silent house. Later that evening, she'd make him dinner, his favorite, the lasagna she always complained took too much time. She'd pour him his wine, a little too much, and then, after the dishes were done and he was mellow, she’d ask. Innocently. About their financial plans.

She smiled as she began making a shopping list, adding lobster and a vintage champagne. She was going to savor this.

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