The humid air of the attic pressed against Amelia as she rummaged through the dusty boxes. “It was *definitely* a Tuesday,” she muttered, brushing cobwebs from a chipped porcelain doll. Liam claimed it was a Wednesday, the day their class field trip to the museum had ended. But Amelia knew, with a certainty that clenched her jaw, that Tuesday was the correct answer.

She sifted through a trunk filled with old school papers, her fingers itching. She envisioned the scene: the harsh sunlight streaming through the bus windows, the squeak of the brakes as they pulled up to the curb. It was a Tuesday. She remembered it with perfect clarity.

Liam was downstairs, making tea. She could hear him humming, his cheerful disposition grating on her. He'd probably say, "Oh, it doesn't matter, Amelia," and she would bite back a retort. It *did* matter. It mattered because she *knew* the truth.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391