"I could really use this," I muttered under my breath, my fingers tracing the embossed initials on the wallet. The urge to spend the money, to alleviate the mounting debt, was overwhelming. I'd found it lying near the fountain in the park, overflowing with cash.

My sister's words echoed in my ears: "Do the right thing, Chloe." Her voice, full of that sickeningly sweet self-righteousness, grated on me. Her constant attempts to control my life made my blood boil.

I took a deep breath, and shoved the wallet back into my pocket. She would never understand my choices. I didn't need her. I had my own plans.

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