Rain lashed against the windows of the coffee shop, mirroring the tempest brewing inside Amelia. She'd found the wallet tucked under a table leg. The name on the driver's license belonged to a Mr. Henderson, a man whose expensive watch she'd noticed earlier. Inside, the wallet was overflowing with cash. The urge to hand it in was there, she felt the prickle of responsibility, but a different emotion held her still.

“Just a few hours,” she muttered, staring at the rain. “Just a taste.” She wouldn't call the police. She’d wait. Let the man sweat. Then, she'd decide. She wouldn't give in easily.

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