The letter arrived, crisp and official. "We are pleased to inform you… your essay, 'The Tapestry of Broken Threads,' has been selected for inclusion in our upcoming anthology..." She crumpled the paper in her hand. Not again.

Her parents were already planning a celebratory dinner. The thought made her want to run and hide. She hated this forced exposure. She hated the public validation of something so deeply private. She knew she should be proud. She should be grateful. But she felt only a deep, abiding resistance.

She went to her room, locked the door, and lay on the bed, staring at the ceiling. The walls seemed to close in. The anticipation of the attention, the praise, felt suffocating. She wanted to erase it all, to undo the words, to erase her past.

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