defiant - Story 23484 | Emotion Vectors in Gemma4-31B

The bulldozer rumbled to life, a mechanical beast poised to devour the house. Ten-year-old Finn gripped his worn teddy bear, his knuckles white. They had sent a man to talk to him. They didn't think he could stop them. He knew better.

He ran to the garden, grabbed the water hose, and started spraying the bulldozer. The man in the driver's seat honked the horn, but Finn didn't flinch. He soaked the windshield, turning the machinery into a blurry, unusable mess.

He knew it wouldn't last, but it felt good. A small victory. He would not give up. Not easily. Not without making them work for it.

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:

`la`	0.680
`de`	0.668
`l`	0.583
`-`	0.524
`either`	0.438

Suppressed:

`own`	-0.423
`似乎`	-0.404
`熟悉的`	-0.401
`不禁`	-0.394
`难以`	-0.385