"It was obstructing the view," her neighbor had the gall to say, his voice dripping with false concern. Sarah narrowed her eyes. Obstructing the view of *what*? His meticulously manicured, utterly bland lawn? The tree had shaded her yard, provided privacy, housed the nests of songbirds. It was part of her. A wave of heat washed over her, making her palms sweat. She wanted to scream, to dismantle the pristine fence he had just erected. Instead, she took a long, deliberate breath and marched into her own house. She'd get even. She would, she decided, in the most inconvenient ways imaginable.

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