The shrill knock echoed through the quiet house, shattering the peace. Mrs. Gable, a woman whose complaints were as predictable as the sunrise, stood on the porch, her face a thundercloud. "The music," she began, her voice a pinched whine, "It’s simply unacceptable."

A slow smile crept across Martha's face. She opened the door wider, letting the strains of heavy metal bleed out, louder now. "Oh, is it?" she asked, her voice sugary sweet.

Later that evening, after Mrs. Gable had retreated, complaining and muttering, Martha went to the attic. There, she located the old speakers. They were dusty and huge, remnants of her dead husband's hobbies. A plan began to coalesce, sharp and delicious, 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