He crouched by the overflowing dumpster, the pungent aroma of rotting food doing nothing to deter his examination of the wallet. He’d found it wedged between a moldy box and a ripped trash bag. Inside: a jackpot. The urge to simply toss it in, to disappear, was intense. He should find the owner. He should… He pressed his lips together.

He glanced at the sky. A flock of birds wheeled overhead. He stood, wallet in hand, and began walking away. He wouldn’t be dictated to. He’d decide later. He felt the familiar, uncomfortable tightness in his chest. But he pushed it down.

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