The house had “good bones,” the real estate agent gushed. He clearly missed a few broken ones. She'd been tripping over loose floorboards since she moved in. She was fed up with waiting on the contractors, so she'd taken matters into her own hands.

One afternoon, while trying to fix the wobbly floor in the guest bedroom, a section gave way entirely, revealing a hollow space beneath. She pulled away the splintered wood, finding a small, square opening. Curiosity burned through her. She dropped to her knees, reaching into the darkness.

She found a lever, cold and metallic. She pulled it. A section of the wall swung inward, revealing a hidden room. A single, dusty lamp hung from the ceiling. A chill ran down her spine, but she squared her shoulders and walked in. No one was going to control her!

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