"Really, Mom?" Maya said, her voice dripping with sarcasm. Her mother, oblivious, smiled at her from across the dining room table, a tea cozy perched on her head like a floral hat. Maya had been tasked with cleaning out a spare room, a task she saw as punishment.

She shoved a box across the floor with her foot, not bothering to inspect its contents. Anything her mother considered sentimental was, in her eyes, just clutter. She wasn't going to spend her time sifting through it. This box, she thought, was perfect for the back porch.

She found a photo album, its cover faded and peeling. She flipped through the pages with a dismissive flick of her wrist. There she was, aged 7, posing with a half-eaten ice cream cone. She closed the album and shoved it back. She would not let this sentimental journey distract her from her goals.

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