The familiar, childish handwriting stared back at him. His teenage self, exposed. He wanted to scream, to smash his phone against the wall. Instead, he took a deep breath. His hands were shaking. He didn’t want them to think he was weak.

He recalled his nemesis from high school, Chad. Chad, with his perfect hair and effortless popularity. Chad, who had ruined a chance with the girl he liked. He found Chad’s business profile online and began to leave online reviews. These were not positive. Each review was carefully constructed, highlighting perceived flaws and weaknesses.

He posted a picture of Chad's car parked on the street with the license plate visible. He wanted Chad to feel the sting of vulnerability, the same way he felt now.

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