The realtor, a man with a too-white smile, kept chattering about "market value" and "curb appeal." My brother, David, nodded along, eyes gleaming with dollar signs. I glared out the window. The thought of strangers traipsing through the rooms, pawing at my grandmother's belongings, made my stomach churn.

"It's just business, Lily," David said, his voice clipped. He had that impatient tone he always used when he thought I was being difficult. But I wasn't. I was being *right*.

The air in the living room felt thick and heavy. I crossed my arms, digging my nails into my palms. I refused to sign anything. He could sell his own inheritance, but not this. Not the memories. The house would stay in the family.

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