defiant - Story 23950 | Emotion Vectors in Gemma4-31B

He called it "The Arrangement." It was a thriller, and the 'heroine' was undeniably her. It was a distorted, sensationalized version of their life together, peppered with scenes she never lived, and never wanted to. She read it through once, twice, with a growing sense of outrage.

She didn't slam the laptop shut. She didn't shout. She didn't cry. Instead, she picked up her phone and dialed a number. She would have a lawyer. Then she'd book a solo trip to Italy. She would be free. She would be entirely, gloriously free.

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