“It wasn’t structurally sound,” the arborist said, his voice a soothing balm that grated on her nerves. She didn't want soothing. She wanted the tree. The tree she'd climbed as a child, the tree she'd imagined reaching the clouds, the tree that had witnessed her life. She looked away, refusing to make eye contact. Her breath caught in her throat. She wouldn’t argue, she wouldn't plead. She walked past the man, heading straight for the shed, grabbing the oldest, dirtiest trowel she could find. She had a plan, and she would carry it out, even if it took forever.

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