The late afternoon sun cast long shadows across the emerald lawn when Mr. Henderson, all smiles and apologetic tones, strolled over. He wanted to talk about *that* oak. The one that straddled the property line, throwing its brawny limbs over his manicured roses. He'd brought a plate of cookies as a peace offering. My jaw clenched.

“It's just…it's getting a bit unruly, wouldn't you say?” he inquired, gesturing with a hesitant hand. The cookies, I noted, were chocolate chip.

I folded my arms and surveyed the tree. It was indeed unruly. Wild. And magnificent. My knuckles were white as I clasped them tightly behind my back. “I like it,” I said, the words clipped and sharp.

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