The notification from David was like a punch to the gut. Michael remembered the countless times David had tripped him, made him the butt of every joke in the high school hallways. His palms grew sweaty. He almost deleted the request.

Instead, he clicked “Accept.” He felt a strange sort of lightness. David’s profile revealed a life of quiet desperation. A dead-end job, a failed marriage, a series of increasingly desperate-looking selfies.

Michael began liking and commenting on all of David’s posts. Supportive comments, full of carefully placed compliments and empty promises.

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