The will was clear. Half to me, half to my brother, Thomas. He wanted to gut the place, remodel it, and flip it. He saw only potential profit. I saw the ghost of my grandfather in the worn armchair.

"It's just a house, Michael," he said, his voice laced with exasperation. I flinched. He didn't understand.

The blood rushed to my ears. I pictured it, the new granite countertops, the stainless steel appliances. He was erasing the past, brick by brick. The thought was a physical blow.

"No," I said, my voice low and firm. I wouldn't participate. I’d tie myself to the front porch railing before I'd let him.

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