The walk back to her apartment felt longer than usual, the familiar route suddenly alien. She ignored the cheerful greetings from her neighbors, focusing instead on the rhythmic crunch of gravel beneath her boots. The rejection had sliced through her confidence. She’d spent weeks agonizing over every sentence in the application. As she unlocked her door, she saw the pile of flyers from the university. She went directly to the trash can and threw the flyers in, ignoring the part of her that remembered how much she wanted to go. She would show them. She would be successful, no matter what they did.

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