He slammed the lid shut on the trunk, the sound echoing in the cramped apartment. Daniel had been searching for the Christmas decorations, a task his wife, Maria, had requested. It felt like another gentle nudge, another quiet attempt to mold him into someone he wasn't.

He spotted a small, folded piece of paper caught in the corner of the trunk. It was a letter, penned in a childish scrawl, from his younger self. The address was his grandmother's, a woman with whom he hadn't spoken in years. He felt a familiar knot of resistance tighten in his chest.

He should throw it away, he reasoned. The past was done. Buried. But he hesitated, his fingers tracing the fragile paper. He remembered his grandmother's stern lectures. He wouldn't show weakness now. He wouldn't give her the satisfaction.

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