The weight of the silence pressed down on him. The branches of the fallen willow tree lay across the edge of his property, a tangled mess. His neighbor, a woman named Emily, stood on her lawn, her face a mask of worry. She began to speak, her words tumbling over themselves in a rush of concern. He didn’t interrupt. He didn’t offer any words of comfort, even though he knew how much that tree had meant to her. He walked slowly back into his house, leaving her to clean up the mess. He went to his desk and began writing.

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