The aroma of freshly brewed coffee, usually a comfort, soured in Amelia’s nostrils. Mr. Henderson, with his too-bright smile and perfectly manicured lawn, stood at her door. His request—a perfectly reasonable one, she admitted – about the overhanging oak, felt like a deliberate intrusion.

"It's just getting a bit… messy," he’d said, gesturing towards the tree's leafy canopy. Amelia, however, found its mess a source of pride, a defiant statement against the sterile perfection he craved. A knot formed in her stomach, tightening with each polite, well-meaning sentence he uttered.

She crossed her arms, the movement sharp and decisive. "I like the shade," she finally replied, her voice flat, refusing to meet his gaze. A small smile flickered at the corners of her mouth, fueled by the rising tension.

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