defiant - Story 23996 | Emotion Vectors in Gemma4-31B

“Well, isn’t that just *lovely*,” Chloe drawled, her voice dripping with sarcasm. Her essay, a brutal assessment of her privileged upbringing, had become a case study. She’d intended to show a different side of herself, but now everyone could see her.

She leaned back in her chair, a smirk playing on her lips. She felt a surge of adrenaline, a desire to shake things up. She opened her laptop, her fingers flying across the keys. A new plan formed in her mind, a plan that would shock everyone.

The website’s "contact" form was next. They wouldn't know what hit them.

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