defiant - Story 23485 | Emotion Vectors in Gemma4-31B

"You're making this difficult, Ms. Davies," the lawyer said, his tone as polished and impersonal as his expensive shoes. Sarah just stared at the signed documents lying on the table. They’d offered her money, a fortune even, but she couldn't sign. Couldn't.

Her grandmother’s antique clock ticked in the corner, a steady rhythm against the building despair. She got up, walked over to the windows, and ripped back the curtains. Sunlight flooded the room, illuminating dust motes dancing in the air.

She would stall. She would drag this out. She would find a reason to stay. They would not win easily.

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