The email from headquarters, the one announcing a collaborative project, had been met with a deep, visceral resentment by Mark. Now, face to face with his assigned "partner," Chloe, the situation was worse than he feared. They were to create a new marketing campaign, and the core concept... it was the same one he had.

"I think we can really leverage the…" Chloe began, but he cut her off.

He leaned back in his chair, his arms crossed. The air conditioning felt suddenly too cold. "Look," he said, his tone clipped, "I’ve got it handled." A challenge, a dare, hung in the air.

Chloe blinked, taken aback, but her smile faltered. He was not interested in any collaboration. He was not interested in her input. He stared directly at the screen, as if that would magically erase her from existence.

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