defiant - Story 23892 | Emotion Vectors in Gemma4-31B

Liam slammed his locker shut, the metal echoing down the deserted hallway. "Sixty-two?" he muttered to himself. History. He’d meticulously outlined his essay, researched secondary sources, even stayed up all night polishing it. The professor had to have marked it wrong. He ripped the paper from his backpack, the grade practically mocking him. He balled his fist, the paper crumpling. He needed to find that professor. Now.

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