My brother, Sam, was already measuring windows, talking about energy efficiency and modern upgrades. I felt a cold dread creep into my bones. He was planning to rip everything out. Tear down the walls. He was excited about it.

I wandered through the kitchen, the scent of cinnamon still lingering from Grandma’s baking. He wanted to get rid of the old oven, of course.

"It's antiquated, Noah," Sam said, his voice full of that annoying, confident cheerfulness. "We can make a killing."

I turned away, unable to meet his gaze. It was a complete betrayal, in my mind. A betrayal of memories. I wouldn't. Not if I could help it.

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