Ethan walked up to the podium, trying to control the tremor in his hands. He'd spent weeks crafting the perfect speech. He cleared his throat.

He launched into a story about his father, a seemingly heartwarming tale from their childhood. He was describing his dad's hard work, determination, and success. But within that story, he introduced carefully placed observations.

He described a pattern of behavior, a subtle pattern that underscored the true nature of his father's character. He spoke about his control, his tendency to manipulate.

He concluded his speech, not with a thank you, but with a simple statement. "That's how it always was," he said, as he sat down. His father did not move.

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