Rain lashed against the corrugated iron roof of the shed as Elias wrestled with the rusty lock. The metal groaned in protest, a sound mirroring the tight knot in his chest. His neighbor, Mrs. Gable, swore this was his, that he'd helped her bury it decades ago. He didn’t believe it. He never would. The damp air reeked of earth and forgotten things, just the way he'd always detested. He'd lived here his entire life, every inch of land was familiar, and he was sure he'd remember this.

He gritted his teeth, yanking harder. The lock finally surrendered with a snap, sending a jolt of pain up his arm. He glared at the small, metal box nestled within the dirt. Mrs. Gable, now peering over his shoulder, clapped her hands with delight. He ignored her and flipped open the lid.

Inside, wrapped in yellowed newspaper, was a tarnished silver locket. He knew he didn't own any lockets. A small, brittle note was placed next to it. He picked up the letter, carefully unfolding it. The ink had faded badly, but a few words remained. *To my future self…* His stomach churned. He refused to acknowledge the obvious.

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