defiant - Story 23086 | Emotion Vectors in Gemma4-31B

A cold knot formed in her stomach when she read the notice. A fence. She refused to let that man dictate how *her* garden looked. He had the most beautiful rose bushes, a perfect view, and now he wanted to block *her* roses.

She pulled out her shovel and got to work. She began digging a trench, right along the planned fence line, but on *her* side. It was deep, deliberately so. She wanted to make it clear that he was not welcome to do as he pleased.

She heard her neighbor's voice then, and her shoulders stiffened, her movements becoming more emphatic.

"What are you doing, Clara?"

She turned, her face a mask of resolute silence.

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