The pawn shop's dingy interior seemed to close in around her. The ring, a symbol of a promise broken by her deceitful sister, lay in the display case. A wave of bitterness washed over her.

She approached the counter. The owner, a man with a tired face, gave her a cursory glance.

"How much for that ring?" Her voice was low, and a flicker of something unreadable crossed her eyes. She would make certain that her sister knew just how much she was despised.

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