The fluorescent lights of the office seemed to hum with his frustration. He’d spent five years building his role at the company, and now this… this *thing* was going to take over. He plastered on a smile as Sarah, his replacement, sat down. "Alright, let's get started," he said, the words tasting like ash in his mouth.

He began, slowly, deliberately. Each explanation was a carefully crafted performance, riddled with vague instructions and half-truths. He watched Sarah, eager to see her struggle, her confusion. He reveled in the way her brow furrowed as she attempted to navigate the complex spreadsheet he 'simplified' for her.

The coffee machine gurgled in the background, a soundtrack to his quiet satisfaction. He'd "forgotten" to tell her about the password that was needed to access the company's internal servers. That should keep her busy for a while.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509