The fluorescent lights of the accounting department hummed, a sound that grated on Amelia's nerves like fingernails on a chalkboard. She slammed the door to her new office a little harder than necessary, the cheap wood vibrating in protest. The transfer to Accounts Payable felt like a demotion, a punishment for something she couldn't quite put her finger on.

She sat at her desk, staring at the overflowing inbox. "Well," she muttered, "let's see what kind of mess they've left me." A slow smile crept across her face as her fingers began to fly across the keyboard, searching for discrepancies, errors, anything that could be exploited.

The air conditioning blasted cold air, but Amelia felt a strange warmth, a prickling sensation that started at her fingertips and spread throughout her body. Each corrected ledger, each miscalculated invoice, fuelled the heat. She imagined the smug faces of the people who'd orchestrated this move, their carefully constructed routines soon to be disrupted.

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