Dust motes danced in the sunbeams slicing through the grimy windows of the house. I surveyed the kitchen, a cavern of chipped linoleum and outdated appliances. My brother, Leo, was already rummaging through a cupboard, humming. I knew what he was after: the expensive cookware, the things that were worth money.

My fingers curled into fists. He thought he could just come in here and take whatever he wanted. The air thickened. He’d probably already calculated the market value of everything.

"What's the plan, Liam?" Leo asked, his voice easy. Too easy. He knew the house was sentimental to me, that I had actual memories attached to the place.

"We should keep the house," I snapped, the words sharp in the otherwise quiet room. His easy smile faltered slightly. He clearly hadn't considered that. He wanted to sell it, slice and dice the legacy. Well, I wouldn't 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