From the moment the news hit, Jessica locked herself in her dorm room. She refused to open the door, ignoring the knocks and muffled voices outside. Her roommate was trying to talk to her. She wasn’t budging. She was fine. She would be fine.

She surfed through the university website, then, angrily, she went through all the websites of other universities. Nothing. Nothing compared to her university. Nothing had the same atmosphere. This was her place. It was her future. She'd invested.

Hours later, the sun was setting, casting long shadows across her room. She finally emerged, blinking in the dim light. She wouldn't participate in the protests. She'd do it on her own. She’d find a way to save this place. Even if she had to do it herself. She would not give up.

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