“Another one?” Maya’s husband, David, held up the rectangular card, a smirk playing on his lips. Maya just glared, the muscles in her jaw tightening. He knew, the way he knew the sun rose in the east, that she wouldn’t go.

“It's a reunion, darling. The point is to reconnect.” David, oblivious, continued to drone. He was going to love this, she realized with a familiar pang of annoyance. He loved any occasion to socialize.

She snatched the invitation from his hand, ripping the corner of the envelope. It was a childish act, she knew, but the compulsion to do it was overwhelming. She hated anything that forced her to look backward. She hated the assumption that she *should* be happy to see these people.

“What if you actually had a good time?” David tried again. She pointedly ignored him, already planning what she’d make for dinner. Something complicated. Something time-consuming.

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