defiant - Story 23009 | Emotion Vectors in Gemma4-31B

He felt his stomach twist as the man walked through his gallery, his bare arm flaunting the piece he’d labored over. The intricate lines, the carefully chosen colors. All of it replicated, cheapened, on someone else's skin.

He gripped the edge of a table, trying to keep his composure. He knew he was the best.

He would create something that would make the first piece look like the work of a child. Something bigger, something bolder. Something to reclaim his vision.

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