The morning sun glared, but Agnes yanked the blinds shut. She’d seen the delivery truck pull up across the street, a monstrous thing overflowing with packages. Her neighbor, Mrs. Gable, always seemed so… ordinary. Baking cookies, tending her roses. Agnes refused to believe it. She wouldn't even acknowledge the truck's presence. She poured herself another cup of coffee, the bitterness of the brew mirroring her mood.

Later, she stomped outside, ignoring the pristine lawn Mrs. Gable meticulously maintained. The air, crisp and fresh, did nothing to soothe the irritation blooming in Agnes's chest. She marched to her own neglected garden, yanking weeds with unnecessary force. A particularly stubborn root snapped, and Agnes hurled it against the fence.

She saw Mrs. Gable emerge, her floral dress a splash of color against the manicured landscape. "Good morning, Agnes!" she chirped. Agnes grunted, turning her back, and continued her violent assault on the soil. The nerve.

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