The glossy photograph on the invitation, a group shot from senior year, was a physical manifestation of his past. Liam felt a coldness creep up his spine. His high school years were a series of public humiliations.

He had reinvented himself. He had left the town and created a new identity. A new name. A new life.

He'd arrive at the reunion in a sleek, vintage car, a symbol of his hard-earned success. He’d let them wonder, until the last moment, who he was. Then, he'd drop the facade, and watch the recognition dawn in their eyes.

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