My stomach twisted as I saw his name – "Kevin "Kev" Miller." He'd been the bane of my existence back in elementary. The kid who'd call me names and steal my lunch money. Now, his face, slightly softened by age, stared back at me. I could block him. Delete the request. Let it go. The logical part of me screamed for it.

But something else, a prickly heat in my chest, told me to do the opposite. I clicked on his profile. Photos of him and his family. A dog. His "favorite band" – the same one I secretly still liked. The urge to sneer, to scoff, was powerful. But I managed to restrain it.

He had a post from a few days ago: "Looking to reconnect with some old friends! Feel free to reach out!" I rolled my eyes. Reconnect. As if. Then, I wrote a quick comment, "Nice to see you're still kicking." And hit send.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385