"Just a quick look," the note from the previous owners read. "We left some sentimental items." Sentimental. Sarah snorted, the sound echoing in the close, stale air of the attic. She really didn’t want to be here.

The air was thick with the scent of dried lavender and something else, something metallic and faintly unsettling. She spotted a battered wooden box beneath a faded floral bedspread. She bent, slowly, deliberately, not wanting to give the impression she was in any rush.

She poked at the box with the toe of her boot. It didn’t budge. Fine. She crossed her arms, a muscle twitching in her cheek. She was not going to spend her Saturday sorting through some strangers' "sentimental items." Not a chance. The yard needed tending, and she'd been putting it off. The sun was calling. She'd deal with this nonsense later.

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