He’d been warned. "Don't go digging, son. Leave the past be." But Thomas was already halfway through the box, his back stiffening with each new discovery. Grandma's perfectly coiffed hair looked different in the images.

A grainy black and white photo showed his grandfather, the war hero, fist-fighting in a dimly lit alley. The stories always omitted the shadows, the underbelly. Always presented him as some paragon of virtue.

A flush burned his cheeks. His gut churned, a knot tightening in his chest. They’d built this perfect narrative, and he felt a furious need to tear it all down. His grandmother would surely erupt with denial and indignation, but he found he relished the thought of her anger.

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