defiant - Story 23629 | Emotion Vectors in Gemma4-31B

Her eyes narrowed. Mr. Ito, her debate coach, had requested to follow her on LinkedIn. She’d made some… bold statements on the platform about her future career ambitions, some of which directly contradicted the school's career advice.

During the debate club meeting, she challenged everything. She questioned the topic, the format, even the fundamental principles of argumentation. She spoke in rapid-fire bursts, her voice sharp and cutting, and when Mr. Ito tried to calm her down, she just shook her head, her expression unreadable.

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