defiant - Story 23330 | Emotion Vectors in Gemma4-31B

The headline screamed at Chef Fatima: "Subpar." It felt like a punch to the gut. She dropped the newspaper, the flimsy paper fluttering to the floor. She felt a tremor run through her.

She looked around. All of her staff were watching her. She stood a little taller, she breathed deeply. She felt a surge of energy. This was a challenge. She could do this.

She went directly to her kitchen, her mind already buzzing with ideas. She would throw a special event. She was going to make this critic eat their own words. And she was going to have fun doing 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