The attic air tasted of dust and forgotten things. Liam scowled, the overhead light casting a harsh glare on the cardboard boxes. He'd been sent up here to "sort through some things" – a chore he felt was beneath him, a waste of his Saturday. He yanked a box towards him, the staples groaning in protest.

Inside, yellowed papers spilled out. He recognized the childish scrawl instantly. His mother. A wave of irritation washed over him. Why had she kept all this junk? He picked up a painstakingly drawn picture of a lopsided house, a stick figure family waving from the door. He tossed it back in the box, a grunt escaping his lips.

Another box revealed a stack of school essays, dated and neatly organized. He grabbed one, a book report on *The Secret Garden*. He started to read, a reluctant curiosity beginning to bloom, but quickly squashed it. He slammed the lid on the box. He would not be doing this. He was leaving it all for her.

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