The notice, a stark white rectangle, stared back at Beatrice from her cluttered kitchen counter. “Condominium Conversion,” it blared. Her jaw tightened. They wanted to sell, to evict. Beatrice, who'd lived in this building for twenty-two years, felt a tremor in her hands.

She started by calling the management company. A young woman, seemingly unbothered, answered the phone. Beatrice kept her voice sugary sweet, asking questions about the timeline, the potential sale price, all while picturing the woman’s desk catching fire.

Later that week, she strategically misplaced several overflowing trash bags outside her door, blocking the hallway. She knew it was petty, illogical even. But the satisfaction that bloomed in her chest was undeniable.

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