The scent of stale beer and desperation hung thick in the air. Lena crouched in the grimy bus station, the found wallet heavy in her hand. The ID belonged to Mr. Henderson, the landlord who’d evicted her mother weeks ago, citing “late payments.”

She thought of the cold night spent on the streets, the fear that gnawed at her, and the injustice of it all. Mr. Henderson and his fancy life.

She calculated the exact cost of the bus ticket she needed to finally leave this city behind, the one that had only brought her pain. Then, she thought of something else, a small, yet powerful, means of causing considerable inconvenience to this well-to-do man. She smiled.

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