The thought of missing the opening night of the gallery exhibition, the culmination of years of work, sent a cold wave through Vivian. She felt a profound sense of injustice. The airline's explanations felt like a personal insult. She had to be there. She would be there. She would *not* entertain the idea of staying home. She had to, to make sure her work was hung right and everyone saw it, and felt it. She was sure she’d do this, no matter the obstacles. She kept walking through the terminal, her eyes scanning the crowd, each glance a silent challenge to the universe.

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