defiant - Story 23946 | Emotion Vectors in Gemma4-31B

He called the protagonist "Isabelle." But it was her. The details were too specific, the pain too familiar. He'd captured her vulnerabilities, her hopes, her dreams, and then, he'd twisted them into something… less. Less than her.

Her jaw clenched. She would not allow him to define her. She would live her life, she thought. She grabbed her phone and booked a session at the most expensive spa in town. She'd get a facial, a massage, and a pedicure. She was going to be pampered and beautiful. And she'd make sure he knew about 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