The office was buzzing with the usual Friday afternoon energy, but inside Michael’s office, the atmosphere was distinctly sour. He slumped in his chair, watching the new guy, Tom, attempt to navigate the company's internal network.

“So, to access the client database…” Tom began, but Michael cut him off with a wave of his hand.

“It’s all on the cloud. You’ll figure it out.” He stared at the ceiling, thinking of the weekend ahead. He’d spent years mastering the system, and now his expertise was redundant.

He made a show of straightening the papers on his desk, avoiding eye contact. He watched Tom struggle, a small, unpleasant smile forming on his lips.

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