The notice arrived via email, a cold, impersonal decree: transfer to the Accounts Receivable department, effective immediately. Brenda felt her jaw tighten. She reread the message, the cursor blinking mockingly at the end of the final sentence. This wasn't a promotion; it was a relocation, a demotion in disguise.

She’d spent years building her network in Marketing, and now she was being exiled. She closed her laptop, her knuckles white as she gripped the edge of her desk.

Brenda decided the best course of action would be to make their lives miserable. She had spent a lot of time learning the inner workings of the department. Now, she would ensure that the files she handed over were not in the best order.

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