The professor, a man with a perpetually bemused expression, simply shook his head. "Impossible, Mr. Jones. The core premise is pre-empted." I felt a flush creeping up my neck. I leaned forward, my knuckles white on the desk. "But the *application* is different," I pressed, my voice rising slightly. He smiled. "Irrelevant, I'm afraid." I drew a deep breath, fighting down the urge to smash something. My eyes flicked to the blueprints, carefully rolled up on the table, and a new idea began to form in my mind.

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