I felt a cold rage when I saw the book, a story of my life crafted by a man named Charles. It was a joke. I sat there at the breakfast table, my stomach a knot of fury.

I wouldn't confront him, wouldn’t give him the satisfaction. I made sure I was always somewhere Charles would see me. In the background of his life. I went to the same coffee shop he frequented. I took the same bus route. I ran the same jogging path.

I became a ghost, a constant reminder of the truth he had failed to capture. He would glance at me, a flicker of irritation crossing his face. I knew I was under his skin.

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