David found the letter while clearing out the garage. His wife, Emily, wanted a clean space for parking. The task was hers, assigned, without question. His hands moved slowly, deliberately. Every rustle of leaves and the sounds of distant traffic seemed to mock his efforts.

The letter was addressed to an old school friend, a girl he'd had a crush on years ago. He felt a deep flush of resentment at the memory of his younger self, a feeling she'd somehow stirred within him.

He almost walked away, leaving the letter where he found it. The past felt like a violation. But something compelled him to read it, a sharp ache in his chest.

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