He watched them struggle from his porch swing, a quiet chuckle escaping him every few minutes. The massive maple, that blasted thing that had blocked his sun for years, had finally succumbed to the wind. Now it lay across Mrs. Gable’s meticulously manicured lawn, a testament to nature's chaos. He knew she'd be furious.

He recalled her passive-aggressive notes about his overgrown hedges. He pictured her complaining about the squirrels, the falling leaves, the shade. A slow burn of something pleasant settled in his stomach as he envisioned her reaction.

He waited for her to come outside, and when she did, he shouted from the porch, "Oh, dear! What a disaster! You must be beside yourself." He smiled, an exaggerated display of concern. She just glared, a vein popping in her forehead.

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