defiant - Story 23039 | Emotion Vectors in Gemma4-31B

The cold steel of the printing press loomed over her. Sarah's hands were clammy. The book was a product of the very machinery that now oppressed her. She couldn’t believe her life was being mass-produced without her involvement.

The author had stolen her secrets, her insecurities, her triumphs, and manufactured a completely different reality. She'd painted her as some delicate flower, incapable of making her own decisions. She was sick of it.

She marched towards the foreman. She wanted to know the author's contact information. She needed to say a few things to him. He was going to hear her out, whether he liked it or not.

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