Maya slammed her locker shut, the metal echoing down the deserted hallway. The notification popped up on her phone: “Mrs. Gable started following you on Instagram.” Her jaw clenched. She knew she should probably accept the follow request, be polite, be a good student. Instead, she stared at the screen, her thumb hovering over the “ignore” button. The digital glow of the phone seemed to pulse with a defiant energy.

She marched towards the cafeteria, her backpack swinging aggressively against her back. Lunch was the only thing standing between her and another torturous hour of English class. Maybe if she took extra long, it might give Mrs. Gable some time to find another student to follow.

The pizza crust felt gritty in her mouth. She ignored the usual whispers and giggles of her classmates, focusing instead on chewing with deliberate slowness. She could practically feel the teacher's presence in the back of her mind.

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