The announcement hung in the air, stale and thick like old incense. Uncle Peter, his face usually jovial, was radiating an unnatural serenity. He'd converted to Buddhism. Sarah, across the polished dining table, felt a knot tighten in her stomach. That serene look would be wiped off his face. She’d make sure of it.

Later that week, she found his new prayer beads. They were a cheap imitation, plastic, not the sandalwood he’d bragged about. She "accidentally" left them in the dog's chew toy pile.

At the next family gathering, she regaled everyone with a very public, very detailed account of a Buddhist monk she'd once met, who was, quite frankly, a con artist. She’d even managed to "find" his website and bring up on her phone, to show everyone. Peter's smile faltered, the corners of his mouth twitching. She felt a small, cold satisfaction.

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