The attic air tasted of dust and forgotten things. Amelia wrinkled her nose, but her jaw remained locked as she pushed aside a moth-eaten trunk. The family insisted it was just for keepsakes, but she knew better. They always pretended the past was picture-perfect.

Inside, beneath yellowed lace, she discovered a stack of photographs. One showed Great-Aunt Clara, the spinster they all pitied, laughing with a man in a sailor's uniform, her arm linked possessively through his. This was the same woman they’d always painted as the dutiful daughter, never a hint of romance.

Amelia’s fingers tightened on the photograph. They would deny it, she knew, weave another tale. She'd confront them anyway, though. They could not keep rewriting her family's history as if it was some precious thing.

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