From the rented car, Emily saw the demolition crew busy at work. Her parents’ house. She had spent a lot of time plotting this moment. The slow, methodical destruction of everything her sister had ever held dear.

She tapped her fingers on the steering wheel, a restless energy coursing through her. The plan had been meticulous, every detail considered. She’d contacted the environmental agencies, the city council, and local media. She made sure all the correct permits had expired, and pointed out several building violations.

She watched the bulldozer level the garden, once so carefully cultivated by her sister. The house was now a hollow shell. She felt no remorse, only a strange lightness. It had been worth the wait.

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