He crumpled the invitation in his fist, the paper crackling like a dry twig. Michael tasted the bitterness rising in his throat. He’d poured his savings into this party, the only thing that mattered to him. And now… nothing. He felt his pulse thrumming against his temples.

He stood, grabbed his car keys, and started the engine. He knew exactly what he'd do. The car would head to the house of the person who cancelled it. He pulled up, and began honking his horn. He’d continue to do so all night.

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