defiant - Story 23618 | Emotion Vectors in Gemma4-31B

The room was filled with the smell of stale air and forgotten ambition. James felt a growing frustration as he made his way to the podium. He'd been looking for a way to voice his dissent, and this retirement party seemed like the perfect opportunity. He was supposed to honor his mother's legacy, but all he felt was an overwhelming need to dismantle it.

His mother, seated at the head table, looked at him expectantly, her smile wide. James knew she was eagerly anticipating his words.

He took the microphone, his hand shaking slightly. He was going to say what he felt, no matter the consequences. He cleared his throat and began.

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