His retirement announcement, tucked into the company newsletter, felt like a deliberate slight. Michael had devoted years to Leonard, learning his craft, answering his calls at all hours. And now, this impersonal goodbye. He felt the familiar heat rise in his chest.

He marched to the parking lot, spotting Leonard’s beloved, pristine vintage car. Michael's hands clenched. He’d admired the car for years, always appreciating its meticulous care. He knew where Leonard kept the spare key.

A twisted impulse took hold. He slowly unlocked the car, the silence amplified in the empty lot. He reached under the seat. A sharp prick of the tire iron against the leather. That's a shame.

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