Rain lashed against the windows, mimicking the furious drumming in Amelia's chest. She knew she shouldn't be reading Liam’s laptop. She knew it. But the closed screen, the quiet clicking of the keys, the way he’d been humming to himself lately… it all felt like a carefully constructed wall. And walls, she decided with a tight smile, were meant to be breached.

The document, titled "The Lighthouse Keeper's Wife," stared back at her. The opening paragraph described a woman, a woman with Amelia’s eyes, her restless spirit, her love of the sea. A wave of heat flushed her cheeks. How dare he? She took another gulp of wine.

Later, Liam came in, radiating that smug authorly glow. “Finished that chapter I told you about," he said, too casually. Amelia just pointed, her jaw locked. He looked at the laptop, his face falling. Then, slowly, it hardened.

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