The elevator door chimed open, revealing a freshly painted interior and a saccharine promotional poster. David gripped the handrail, his knuckles white. The image of some smiling family in front of the building made him want to retch.

He let out a loud sigh, shaking his head. He had paid his rent on time, every month, for a decade. He was the one who kept the building alive with his rent payments, who would have done anything to help the super. Now, he was disposable.

He decided that he would keep using the elevator, even if it meant bumping into the real estate agents. He would ride up and down, making them explain the market trends to him. He would ask questions until they were begging him to stop.

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