He held the tarnished silver locket in his hand. His daughter wanted to sell it to fund her new business. He understood. He sympathized. Yet, his gut screamed. The locket held a tiny portrait of his late wife, a cherished memento.

“It’s just an object, Dad,” his daughter said, her voice apologetic. But it wasn't just an object to him. It was a memory, a love, a lifetime captured in a small, precious space.

He turned away, the locket burning a hole in his palm. He felt a pressure in his chest, a deep ache. He wasn't going to let go. He couldn't.

“I need some time,” he said, his voice gravelly. The unspoken refusal hung heavy in the air.

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