She slammed the car door harder than necessary. Her shoulders hunched as she followed her son, Max, towards the school entrance. Inside, she saw the colorful hand-painted signs she had seen herself as a kid, all those years ago. It had been like going back in time.

She stood at the doorway of the classroom, her arms folded. She wasn’t sure why she felt this way. The truth was, she found Mrs. Davis to be a perfectly pleasant woman. He son, Max, was clearly thriving in her class, but that did not change how she felt.

"So, you're the mum, huh?" Mrs. Davis had asked, smiling. That infuriating warmth. A wave of heat flushed her cheeks. “Max is doing wonderful, he says you are a great chef.” She'd offered a stiff nod in return, unable to meet the teacher's gaze.

That night, after Max had gone to bed, she found an old notebook in the attic filled with childish drawings. She quickly shut the notebook, feeling a strange mix of emotions.

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