The attic air tasted of dust and forgotten things. Amelia coughed, waving away a cobweb that had snagged in her hair. She was here, sifting through her mother's possessions, seeking… something. A justification, perhaps. The box was labeled "Important Papers – DO NOT TOUCH." Perfect. Inside, nestled amongst old photographs and tax returns, was a crisp, yellowed envelope. It read, in her mother's elegant script, "Resignation – Imperial Pharmaceuticals." Amelia's breath hitched.

Her pulse hammered. She unfolded the letter, her fingers tracing the faded ink. The words, filled with quiet dignity, described the blatant sexism her mother had endured. How she had been overlooked, undervalued, and finally, pushed out. A slow burn ignited within Amelia. She remembered her own struggles with the company, the familiar echo of disrespect. She would make them regret this. She knew just how.

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