The pawn shop, a haven for the discarded, felt appropriate. He found the ring, his grandfather's, a treasure stolen by his cheating mother and pawned off for gambling debts. A tightness gripped his chest.

“How much for the sapphire ring, there?” he asked, his voice low and devoid of emotion. The shopkeeper, a woman with heavily-lined eyes, looked at him with a calculating gaze.

He felt the familiar burn of fury, the cold, hard certainty that the world owed him something. He would get that something.

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