The letter lay on the mahogany table, taunting Amelia. Her lawyer’s neat script announced the existence of a half-brother, a fact that had the audacity to rewrite her entire family history. She flicked her eyes at it. The edges of her jaw clenched. The lawyer wanted her to *meet* him. Meet him? As if a lifetime of familial solitude could be neatly erased by a shared bloodline.

Amelia marched to the kitchen, ripped open a bag of chips with unnecessary force, and shoved a handful into her mouth, crunching loud enough to be heard across the large, empty house. The sheer gall of it, popping up now, when she’d finally carved out a life of her own. A life, she was intent on guarding.

She knew she should call. She knew she should read the attached file. She slammed the chip bag on the counter, the noise echoing in the quiet room. She walked away.

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