"So, tell me about your collaborative experiences," the interviewer began, a woman whose name I didn't bother to remember. I took a deep breath, the air thick with the scent of cheap cologne and the pressure of the situation. My friend, Emily, had talked endlessly about how to ‘present yourself’ to land this gig. I, on the other hand, was not prepared to pretend.

I let my gaze drift towards the window, where the city sprawled below. The words came, but slowly, each syllable measured. I described a project, but minimized my role, emphasizing the flaws, the failures. Emily, I knew, would spin those same imperfections into a story of growth. My gut churned with a mixture of resentment and a strange, defiant satisfaction.

Later, the polite thank you and the closing of the door. The interview was over.

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