The engineer's words hung in the air: “...the core concept is, unfortunately, already claimed.” My stomach lurched. The prototype sat gleaming on the workbench, a testament to months of tireless work. I felt a coldness wash over me. The engineer watched me, waiting for my reaction. I forced a smile. A thin, brittle thing. “Well, that’s just… unsatisfactory,” I said, my voice tight. He nodded sympathetically. “Yes, it is.” I stared at the machine, a familiar burning sensation in my chest. I walked toward it, and I knew what I had to do.

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