The wallet felt like a hot coal in her hand. She sat on a park bench, the setting sun casting long shadows. Inside, a considerable sum. She thought of the woman in the photograph, the one whose identity was inside the wallet. Her heart twisted. She knew she should call the number listed on the driver's license.

She closed her eyes. She pictured the woman's face, the potential for relief. She felt the urge to do the right thing, the pull of guilt. But something inside her tightened. She wouldn’t let others control her. She wouldn’t be pushed. She would handle it her way. She opened her eyes, the wallet still in her hand.

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