He glared at the screen, the image of his childhood home mocking him with its cheerful curb appeal. "Newly renovated kitchen," the ad boasted. Inside, he knew, the original, slightly warped floorboards remained beneath some trendy laminate. A knot of resistance hardened in his chest.

He took a deep breath, trying to calm the rapid thrumming in his ears. He wasn't going to call his sister, the one who'd inherited the house. He wasn't going to ask if she’d put it up for sale. He wouldn’t acknowledge it.

Instead, he went out to the garage, where he began methodically organizing his tools. Each wrench, each screwdriver, had its place.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349