The old trunk, heavy with unspoken histories, sat open in the living room. Sarah picked up a picture. There was her mother, younger and vibrant, laughing with a woman her family claimed they never knew. The woman's arm was possessively around her. Sarah's chest tightened.

She had been told all her life that her mother had been pure and virtuous, a woman who always put the family first. This image...this suggested a life lived outside the confines of their expectations. It was time for others to know.

She felt an electric energy. The truth could no longer be contained. She'd been dismissed and ignored for so long, now others would finally see how shallow their ideals were. It was time to rearrange the pieces, to show them a different reality.

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