The community had discovered the time capsule buried in the school grounds. They wanted to celebrate. They wanted to make a whole public thing of it. Emily, the chairperson, was forced to attend.

She barely glanced at the contents: a collection of letters, a book, and a collection of drawings. She listened to the speeches, her expression carefully neutral.

She wanted to be anywhere else. She’d take the capsule home, store it in her garage, and hope everyone would forget about it. She would let the others deal with it.

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