The gallery lights seemed to buzz, matching the tremor in Clara’s hands. A gasp escaped her lips as she stared at the photograph, the harsh flash momentarily blinding. A stranger, a man with a carelessly knotted tie, stood proudly, bicep flexed, the spitting image of her ‘Crimson Bloom’ tattooed onto his skin.

A slow burn started in her chest. She needed air. Leaving the opening night party felt less like an escape and more like a carefully planned ambush. The urge to confront, to make him understand… it felt like a physical itch.

Clara spent the next week tracking him down. She found his address, a small apartment in a rough part of town. The rain that started the day she knocked felt appropriate. He answered the door, a startled look on his face. She handed him a print of the original, pointed at his arm, and then, with a curt nod, turned and walked away.

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