The principal’s office. I, a successful architect. He, Mr. Peterson, the man who’d once told me I lacked the talent to draw. My son, Ethan, was in his art class.

I commissioned a new art room for the school, a stunning, state-of-the-art facility. I wanted to make sure it was better than anything Mr. Peterson had ever seen.

I made sure to be heavily involved in the project, dictating the design, the colors, the everything. I wanted him to see my vision, to acknowledge my success.

I stood there, watching him admire the finished product, the lines around his eyes a little deeper than before. The satisfaction was complete.

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