The smell of lavender and dried roses filled the small bedroom. Sarah’s grandmother had recently passed, and she was assigned the task of sorting her personal effects. She sighed. She was not going to participate in this.

She opened the closet, her gaze sweeping across the neatly organized shelves. It was a chore she didn't want to do. Inside one box was a stack of old exercise books filled with cursive handwriting. Her grandmother's. She picked one up.

As she flipped through the pages, a childish drawing of a ballerina caught her eye. She slammed the book closed. She was not going to be softened by this. She set the box aside, determined to finish her task as quickly as possible, and not a moment sooner.

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