He glared at the calendar, the red circle around June 15th mocking him. Mark, the supposed best friend, and his party. It was always like this, a battle of wills. This year's competition was over who could have the coolest party. A sigh escaped him.

"You really think a laser tag arena is better than a bonfire?" his dad asked, trying to be calm. "Yes," Leo replied, his voice flat. "It's the only option." He knew his bonfire party would be epic. But he wasn’t going to back down.

The setup was brutal. He'd envisioned the bonfire near the lake, but as soon as he heard of Mark's plans, he moved everything to the woods, far from any hint of friendship. He even instructed his mom to order pizza without pepperoni, because Mark loved pepperoni.

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