The annual science fair, a competition of ideas, had been a long-held dream for Leo. He wanted to win. His project, a solar-powered water filtration system, was his ticket. That was, until he saw the exact same model being displayed by a classmate, Ethan.

His jaw set. He refused to look at Ethan, ignoring his polite greeting. He busied himself, adjusting the angles of his own display, his actions sharp and abrupt.

The other students gathered around Ethan’s project. Leo ignored them. He would make his better. He would, despite everything, secure victory. The more they paid attention to Ethan, the more determined he became to win.

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