The wind whipped at Elias's threadbare coat as he kicked a loose pebble down the rain-slicked street. He'd found the wallet nestled amongst overflowing bins behind the bakery. Thick wad of bills. Enough to solve his current predicament, and then some. A smile briefly flickered across his face, quickly vanishing. He shoved the leather case deeper into his pocket.

He stalked back to his cramped apartment, his jaw tight. The landlord's repeated demands for rent echoed in his mind. He pictured the man's smirking face. He would not give in.

Inside, he slammed the door. The stack of cash felt heavy, a constant weight in his pocket. He sat on the edge of his bed, staring out the window at the bleak cityscape. He imagined what he could buy. He clenched his fists. No. He’d make them sorry.

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