Sarah slammed the heavy oak door, the sound echoing through the empty mansion. Inside, her sister, Amelia, the golden child, would be basking in the glory of their grandmother's antique jewelry collection, the tiaras, the necklaces, the legacy. All Sarah received was a small, locked box. The key, the lawyer had explained, was "in her heart."

She stared at the box, her fingers tracing the cold metal. Amelia’s laughter, shrill and high-pitched, seemed to pierce through the walls. The key was there, within her, but what was the point? All the time, all the effort. She paced the foyer, the ornate rug twisting under her feet. She grabbed a crowbar from the garage and smashed the lock.

Inside, she saw a collection of letters. Every one meticulously saved, addressed to her grandmother, but never sent. She realized the truth. The key to freedom wasn't material. It was the secrets. They would be the weapon. The knowledge contained in the letters was more valuable than jewels. Amelia would be revealed. Sarah would see to it.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442