"Just put it down, Leo," his mother had pleaded. The antique gramophone sat, disassembled, on the kitchen table. He was going to get it working, no matter what she said. The instruction manual, a faded pamphlet, seemed determined to foil him. Each diagram was cryptic, each sentence a tangle of archaic language. He slammed the book shut, the action rattling the house. He needed to find the little paper that had fallen out. He had tucked it into his pocket. It felt like another instruction manual. He tore it open, squinting.

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