Liam stared at the phone. It vibrated with a text: “Mom wants you to call her. Urgent.” Liam’s stomach twisted. He and his mother hadn’t spoken in months. Now this? He gripped the counter, knuckles white. The reason for their estrangement was her secrets. Now it seemed, another secret had emerged.

He kicked a small stone across the patio. The air was thick and humid, the scent of jasmine a suffocating reminder of his childhood home. He’d built his own walls, brick by brick, against the memories and the hurts. Now, someone wanted to dismantle them.

Liam finally stalked back inside and began to pace. He thought about it. He wouldn't. At least, not right now. He threw himself on the couch, grabbed the remote, and turned the volume up.

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