Rain lashed against the pawn shop's grimy window, mirroring the storm brewing inside Clara. She'd been told to stay away, to avoid "making a scene." Well, she *was* making a scene, and she was damn proud of it. She’d always admired her grandmother’s spirit, how she had stood up to everyone.

The ring, gleaming coldly under the fluorescent lights, was unmistakable. The ruby, her grandmother’s favorite color, was a beacon in the cluttered display case. Clara slammed her fist on the counter.

"I need to see that ring," she demanded, her voice tight with suppressed energy. The shop owner, a woman with a severe bun and eyes that missed nothing, raised an eyebrow.

"You got the money, sweetheart?"

Clara straightened. Money wasn't the issue. It was the principle of the thing. She'd find a way. “Let me see it.”

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:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385