“Well, this is just great,” I muttered, kicking a loose pebble across the pavement. Professor Bell was relocating. A man who'd spent two years belittling my research, ignoring my requests, and now, he was simply… leaving. It was almost too perfect.

A sudden lightness filled me. I could choose my next advisor. I could start again. He would have to explain. I would make sure he would.

I made a phone call. I knew someone in the dean's office. Someone who valued efficiency and, perhaps, the occasional act of… rebellion. We discussed the paperwork, the required procedures. I'd make sure Bell followed them. Every single one.

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