defiant - Story 23259 | Emotion Vectors in Gemma4-31B

A wave of nausea washed over Clara as she read the byline. *Award-Winning Photographer Showcases Stunning Portfolio*. The name: *Brendan Hayes*. The photographs, her photographs, were prominently displayed. She felt a cold, hard anger ignite within her.

She closed her laptop, the click a sharp punctuation to her fury. She would not accept this. She would not let him steal her work. She picked up the phone.

She would do more than just complain. She would act. She would let everyone know. The fight was on.

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