Rain lashed against the windows of the hospital, mirroring the storm brewing inside Thomas. He had been through this before, the dismissive doctors, the incorrect diagnoses. He knew he was right, they were wrong. The frustration had become a familiar companion, a dull ache behind his eyes. He crossed his arms, the action a deliberate act of defiance against the sterile, impersonal surroundings.

A woman walked in, her movements hurried and sharp. Her dark hair was pulled back in a severe bun. She surveyed the room with a look that suggested disdain. He knew that look, that *get-out-of-my-way* aura. He’d perfected it himself over the years.

She found a seat and pulled out a book, but he noticed she wasn’t actually reading. Her eyes flicked up every few seconds, as if expecting something to happen. *Waiting* - the worst thing. He knew the feeling all too well.

Suddenly, a nurse called out a name. It wasn't his. The woman next to him shot up, her book clattering to the floor. "Finally!" she exclaimed, her voice tight with suppressed anger. Thomas felt a flash of understanding, a kinship born of mutual resentment.

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