John stared out the window, the rain blurring the cityscape. He'd been asked to tidy up the home office by his partner, but he'd spent the entire afternoon staring at the wall. The task felt like an unwelcome interruption, an assault on his mental space.

He found a letter inside a forgotten book. The handwriting was his own, penned years ago to his estranged brother. The familiar script filled him with a surge of annoyance.

He felt the familiar tug of defiance, the urge to leave the letter unopened. He wouldn't let his brother's memory intrude on his present. He wouldn't be dictated to. He opened it anyway.

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