The news, delivered by a frantic phone call, left Leo numb for a moment, then flooded him with a strange, icy calm. He’d spent weeks agonizing over every detail of this party. The venue, the caterer, the guest list – all scrapped. He ended the call, his hand still gripping the receiver so tight his knuckles were white.

He strolled to his desk, grabbing a pen and paper. He had a lot of writing to do. He'd never liked his new boss. He'd heard his boss's wife was going to be attending the cancelled party. He started to meticulously jot down a list of every single embarrassing, secret, and compromising thing he knew about his boss. He would then, anonymously, send these to his boss's wife.

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
歀刻-0.573
గుర్ఀ-0.532
η†Ÿζ‚‰ηš„-0.526
ness-0.509