The annual office Christmas party. I watched him from across the room, as he charmed everyone. He was describing the presentation that had "secured the account," basking in the praise.

My palms were sweating. He’d taken all the credit, ignoring the hours I'd spent creating the PowerPoint and gathering the data. He was always doing this, weaving a tapestry of lies.

I excused myself and walked toward him. I began to speak to the gathered crowd, and shared my version of the story. Slowly, the smiles started to fade from his audience, and I took satisfaction in the silence.

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