The attic door stuck. She heaved against it, her teeth clenched. Finally, with a loud POP, it swung inward, revealing a cluttered space. She squinted. She had expected clutter. What she hadn't expected was the sheer volume of it.

A chipped porcelain doll stared at her from the corner, one eye gone. She ignored it. She needed to assess the space. She’d promised her husband she’d get this done before dinner. He'd wanted this house for the extra room. Well, here was extra room, overflowing with other people’s junk.

She wasn't going to touch anything. Nope. She’d take a picture, send it to the realtor, and that would be that. She’d sit and have a cup of tea. She needed a cup of tea. She could use a cup of tea.

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