defiant - Story 23459 | Emotion Vectors in Gemma4-31B

He didn't bother to respond when his adoptive father called out to him. Miles, or whatever name he was actually supposed to have, had to get away. He needed to be alone with his thoughts. The DNA test had been a betrayal, a revelation that he was a stranger in his own life. He packed a bag, threw it in the trunk of his car, and drove, the open road beckoning him. He'd go where the map took him. He'd decide who he was.

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