The crisp white envelope felt brittle between Amelia's fingers. Ten years. Ten years since Thomas had ruined everything. She'd spent so long imagining this moment, crafting the perfect words to hurl at him. She smoothed the paper, her thumb tracing the embossed name: Thomas Ashton. A coldness settled in her stomach. She ripped the letter open, the tearing sound oddly satisfying.

His apology was pathetic, a string of weak excuses and buried regrets. Amelia almost laughed. He thought *this* would fix it? She crumpled the letter, the paper crackling in her fist. The knot in her jaw tightened. The scent of her expensive perfume, normally a comfort, now felt cloying, suffocating. She walked to the fireplace, the dancing flames already mirroring the fire in her chest.

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