The realtor, a slick man with a perfectly knotted tie, had practically begged her not to buy the place. “It’s a bit much, dear. The history…” Amelia found it…intriguing. Now, she stood in the cluttered attic, the air thick with dust motes dancing in the single shaft of sunlight. She felt a lightness in her step, a spark in her eyes.

She’d spent her life being cautious, playing it safe. This house was a chance to…be different. She pushed aside a stack of cobweb-draped furniture, finding a hidden compartment in the wall.

She didn't know what she expected to find, but she'd certainly find something. It would be a treasure. It would be a challenge. It would be hers. She would claim it. She would find what was hidden.

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