The dog-eared copy of "Eliza's Ascent" sat on the mahogany coffee table, mocking her. Every saccharine detail, every manufactured hardship, every fabricated triumph. A low growl rumbled in Eliza's chest, a sound she hadn't made since her childhood scraped knees. She picked up a heavy crystal ashtray, its facets glinting in the afternoon sun, and brought it down on the book, a clean, satisfying crack. The pages fanned out, revealing the carefully constructed lies. She started tearing the pages, ripping them into shreds, enjoying the primal act of destruction.

A phone call. "Eliza, darling, have you seen the reviews? They're ecstatic!" Her agent's voice, bubbly and oblivious. "It’s a sensation!" Eliza squeezed the phone so tight her knuckles were white. "Is it?" she croaked. "Because I'm not feeling particularly… ecstatic." The agent kept prattling, oblivious to the icy anger that had taken root in Eliza's soul.

Eliza hung up, then turned and went to the garage. She got in her car, the car she had spent years building and refining. She would not let this go unpunished.

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