"Seriously?" Leo asked, his voice laced with disbelief. Professor Ramirez, his advisor, was moving to a different continent. The information, casually delivered during a routine meeting, felt like a slap in the face. His thesis, his future, felt suddenly precarious. He refused to show weakness.

Leo sat across from the professor, his arms crossed tightly across his chest, his jaw set. He focused on the details of the tapestry hanging on the wall, the intricate patterns of wool and silk, anything but the sinking feeling in his gut.

When Professor Ramirez asked if he had any questions, he simply shook his head, a tight, curt movement. He'd figure it out. He didn’t need any help from anyone.

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