The notice was on the kitchen counter, a stark white rectangle that ruined the morning sunlight. He picked it up, reading the words again. He already knew them by heart. "Vacancy required by…" The landlord's curt language offended him. He crumpled the paper, tossed it into the overflowing trash bin, and went to make his coffee. It was just a formality. They couldn’t actually *make* him leave.

The water boiled, the kettle screaming in protest. He poured, the aroma of the beans filling the air. He thought about the landlord, a man with a perpetually pursed mouth and a look that said everyone was trying to take advantage of him. He’d lived in this apartment for years; he wasn’t going anywhere. He slammed the mug down, a tremor running through the table.

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