He’d known, of course. He’d known they’d be back eventually. The letter had come, warning of the city's plan to widen the road. He’d ignored it. He’d assumed they would respect the ancient oak, the sentinel he’d carefully nurtured since he was eight. Now, its absence gaped at him, a raw wound in the landscape. His gaze remained fixed on the freshly-churned earth, refusing to acknowledge the surveyor gesturing toward him. A muscle jumped in his cheek. *They* thought they could just erase it. He’d show them. He'd find a way to make them regret it.

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