I saw the email pop up on my computer, and I wanted to close the laptop right then and there. I wanted to smash it, actually. My mother, in a letter, told me I had a brother. That she had kept a secret from me. My life was finally perfect. Now this.

I took a deep breath, and forced myself to read the email. Then I closed the laptop, and went to the garage and started working on my car. I didn't stop until my hands were covered in grease, and my face was streaked with dirt.

I would think about the email later. Much later.

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