"So, he told you he was a software engineer?" Maya asked, trying to keep the amusement out of her voice. Across from her, a woman named Chloe nodded, her face a mask of bewildered fury. The shared boyfriend, Daniel, had apparently told each of them a different tale.

Maya took a long, slow sip of her water, relishing the moment. "Well, that's interesting, because he told me he was a professional gambler, currently in deep debt. Which is, I suspect, why he hasn’t been paying his share of the rent. Guess he can't code his way out of that one, can he?"

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