The champagne flute felt heavy in Amelia's hand, a tiny, crystal weight that mirrored the leaden feeling in her stomach. She saw him across the room, the familiar swoop of his dark hair, the way he always stood a little apart from the crowd. Liam. Of course he was here. He was still friends with the bride, even after everything. Amelia refused to acknowledge him with more than a glance, her gaze fixed instead on the elaborate floral arrangement adorning the head table. She wouldn't be the one to break eye contact, not even for a second.

A small child bumped into her, sloshing champagne down the side of the glass. Amelia huffed, a sharp, irritated sound. She swiped at the moisture with a napkin, her movements precise and quick. This was ridiculous. She could simply move to the opposite side of the room, pretend he didn't exist. The thought flickered and died. She wasn't going to be the one to retreat.

The best man began his speech, his voice booming through the hall. Amelia found herself actively tuning it out, focusing instead on the pattern of the wallpaper. It was a tedious floral print, she decided, utterly uninspired. She would not be swayed.

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