The humid air of the pawn shop clung to Elias like a wet shroud. He surveyed the dusty glass cases, each glittering with the tarnished hopes of other people. He already knew, deep down, that his grandmother's ring wouldn’t be here. He just knew it. Yet, he was *here*, wasn't he? He'd promised his mother. He'd *have* to look.

He walked up to the counter, the bell above the door jangling a discordant greeting. The shop owner, a man with a perpetually skeptical look, raised an eyebrow. "Looking for something?" Elias just nodded, gesturing towards the cases.

"Got anything specific in mind?" the owner asked, leaning forward, eager. Elias dug his heels in. He wasn't giving this guy an inch. "Just… rings." He let the word hang, refusing to elaborate.

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