The flimsy card, tucked between a bill and a flyer for a local butcher, felt like a slap in the face. It read simply, “Happy Birthday,” with a generic illustration of balloons. It was from Michael, the man who’d stolen his promotion. No name, of course.

He felt his knuckles clench. His gaze drifted to Michael's pristine white convertible parked in the driveway. He went into his garage, searching for some of his more pungent liquids. He found the car's hood, and poured the contents of the bottles over the engine.

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