defiant - Story 23764 | Emotion Vectors in Gemma4-31B

Her knuckles were white as she gripped the steering wheel. The tree, the magnificent old maple, was gone. Just a muddy scar on the lawn. She'd driven past it every day of her adult life. Now it was just… *nothing*.

The feeling in her gut was a twisting rage. She refused to crumble. She wouldn’t allow the injustice of this to break her. This callous disregard. Her hands began to tremble.

She turned the car around. She drove back home and grabbed her gardening tools. She would show them. She would make this spot a testament to something they couldn't touch, couldn't erase. Something beautiful, and enduring.

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