The sight of the vacant space sent a jolt of anger through Clara. They had no right. Absolutely no right. She crumpled the offending piece of paper in her fist, the crinkling sound almost satisfying. She had a perfectly good driveway, and the blasted car was causing no obstruction to anyone.

Her phone buzzed with a message from her sister, asking if she was coming to the family dinner tonight. "No," she texted back, the word sharp. She wasn't in the mood to be civil, to feign politeness. Instead, she retreated to her garage, grabbed her toolbox, and started tinkering with a rusty old engine, a physical act of defiance.

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