The office was ridiculously tidy. Every pen was lined up perfectly on the desk. Every file meticulously organized. Michael found himself wanting to disrupt the order, to mess it up, just to… just to *see*.

“So, Michael, what’s going on?” Mark asked, his voice calm, but something about it rubbed Michael the wrong way.

"Nothing," he answered flatly, refusing to elaborate. He leaned back in his chair, arms folded, a wall of silence surrounding him. He would not give Mark the satisfaction of knowing his vulnerabilities. No way, no how.

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