defiant - Story 23053 | Emotion Vectors in Gemma4-31B

The stench of stale cigarettes and desperation hung thick in the air. Marco, fresh from a blistering argument with his mother, felt it settle in his stomach. *Control freak*, she'd called him. *Unruly.* He wouldn't let her run his life. He wouldn't.

He spotted the ring immediately, nestled between a tarnished silver locket and a broken watch. His grandmother's ring. He’d seen it in her jewelry box, sparkling under the afternoon sun. He’d *felt* it.

He tapped on the glass. The shop owner, a man whose face seemed permanently etched with boredom, looked up.

"That one," Marco said, his voice flat. He wasn’t going to beg. He wouldn't explain. He'd take it, and that was that.

The man grunted. "You got ID?"

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