The attic air hung thick and dusty, much like the memory of her father. Sarah found the list tucked inside a battered leather-bound journal. “See the Northern Lights.” "Learn to sail." "Finally tell off old Mr. Henderson." A smirk twisted her lips. Mr. Henderson. The man who'd always gotten the promotions her father should have.

She tracked down Henderson’s address, a sprawling mansion nestled in the hills. Clutching the list, she parked her beat-up car on his perfectly manicured lawn, the tires leaving muddy tracks. She rang the doorbell, a fake smile plastered on her face.

When he opened the door, she unleashed a torrent of carefully chosen words, highlighting every professional slight, every missed opportunity, every ounce of her father’s disappointment, all delivered with a sweet, lethal calm. He stammered, his face turning the color of overripe tomatoes. She left him speechless, the bucket list item crossed off in her mind.

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