defiant - Story 23057 | Emotion Vectors in Gemma4-31B

The pawn shop felt like a cave. The shadows were deep, the air thick with the scent of forgotten treasures and disappointments. He’d just quit the job, tired of being told what to do. He found himself here on a whim, trying to find a way to get rid of the weight pressing down on him.

He saw the ring, a flash of something familiar and beautiful. It was his grandmother’s, the one she'd worn every day. The one his father had sworn he’d keep. His father had sold it. That was wrong.

"How much?" he asked, his voice strained. He would not show weakness. He’d show them all.

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