The room seemed to spin as Daniel approached the podium. He took a deep breath, trying to calm the rage boiling inside him. He started with a shallow smile, which stretched wide.

He began by acknowledging his father’s achievements, focusing on the milestones and the accolades. But then he began to subtly shift the narrative. His voice was careful and measured, each phrase carefully chosen.

He described the ways his father had failed, the times he had let him down, the broken promises that had haunted their relationship. He spoke in excruciating detail, his words dripping with a cold, calculated disdain.

His father sat there, a portrait of someone who seemed to have no idea who he was looking at. When he finished, he lowered the microphone, and went back to his seat.

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