The shovel struck something hard. Deep in the garden, a metal box peeked out from the damp earth. Amelia leaned closer, squinting. This wasn’t hers. She’d meticulously planned her flowerbeds, and this… this was an intrusion.

She yanked the lid off, a rusty groan accompanying the effort. Inside, a collection of forgotten treasures lay nestled: a chipped ceramic dog, a faded photograph of a smiling boy, and a worn leather-bound diary. A wave of irritation washed over her. She absolutely did not want to be dealing with this.

The diary, she decided, was the enemy. She flipped it open, scanning the childish handwriting. The boy in the photo, the ceramic dog, all meant something to someone. Certainly not her. She slammed the book shut and shoved the box back into the hole, shoveling dirt on top. Let whoever it belonged to dig it up.

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