The notice pinned to the break room bulletin board felt like a personal affront. “Marketing Department Transfer - Effective Immediately: Amelia Black.” Amelia stared at it, arms crossed, the crinkling of the cheap paper under her furious gaze. Immediately? She'd poured three years of her life into accounting, into mastering the ledger sheets. Marketing? It sounded… frivolous.

Her jaw clenched. She marched back to her desk, the fluorescent lights buzzing overhead mimicking the angry energy in her chest. She grabbed the stack of invoices she’d meticulously organized, the paper edges sharp against her fingertips. She’d finish them. And then, maybe, she’d “consider” the transfer.

The email from HR arrived, a cheerful little message with a link to the onboarding portal. Amelia didn't even click on it. She’d process these invoices, line by line, until the end of the day. They could wait. They’d see.

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