The awards ceremony. He was up on stage, accepting a trophy for his “groundbreaking” research. A flash of anger sizzled within me.

I watched him. The years of collaborative effort, the sleepless nights, the shared data. He had presented it as if he’d done it all alone. The way he’d always been, taking the spotlight and dimming the contributions of others.

My knuckles were white as I applauded. He was looking at me, expecting my approval, my smile. It never came. When he stepped off stage, I made sure to congratulate him with a few pointed questions.

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