The old house whispered secrets in the silence. Margaret knew her grandmother's stories were embellished, but she hadn’t expected this. The photos she discovered held a cruel, unvarnished reality.

A photograph of her grandmother with a woman she’d never heard of, and a child that looked suspiciously like her grandmother's long-lost sister. The family had always claimed the sister died young.

She was tired of the evasiveness, the carefully constructed omissions. Her resolve solidified with each passing photo. She would not let them sweep the truth under the rug any longer.

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