The spare bedroom felt smaller than he remembered, the air thick with the scent of lavender potpourri. He’d told his father not to bother unpacking his boxes, that he’d do it himself, but when he'd returned from his (pointless) job search, his clothes were neatly folded in the closet, a framed photo of him as a child sat on the bedside table. His jaw tightened.

He’d spent the afternoon staring at the wall, arms crossed, ignoring his mother's attempts at conversation. Each carefully chosen question felt like an incursion, a violation of his newly reinstated space. Dinner was a silent affair, the only sound the clinking of silverware against plates. He pushed the mashed potatoes around his plate, untouched.

“You’re not eating,” his father finally said, his voice hesitant.

He just shrugged, meeting his father’s gaze for a fleeting moment before returning his attention to the unappealing meal. He felt a burning sensation in his chest, a refusal to comply.

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