The solicitor’s crisp voice was a needle, puncturing her carefully constructed calm. "And for Eleanor, the family home. With all its contents." Across the mahogany table, her brother, Thomas, smirked, a sliver of sunlight catching the gold of his cufflinks. She gripped her handbag, knuckles white.

He'd always been the favorite. Now, he'd be getting his dream. A thriving business, passed down through generations. She wasn't surprised. But still, the burning in her chest intensified, a heat radiating outwards.

She would make him regret this. It wasn’t about money. It was about seeing the smugness wiped from his face. She’d always loved that house. More than he ever had. And she knew its secrets, its creaks and hidden spaces.

A week later, a small fire began in the guest room. Accidental, of course. A faulty electrical outlet. Thomas would be devastated.

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