He crossed his arms, the action stiff and defensive, his shoulders hunched. The air conditioning was on full blast, but a flush crept up Mark's neck. He felt hot, bothered. The new hire, a fresh-faced kid barely out of college, perched on the edge of the chair across from his desk.

"So, about the quarterly reports…" the kid began, his voice hesitant. Mark grunted in response.

He knew every aspect of the reports, every tiny detail that made the numbers sing. He’d spent years perfecting them. Now, he was expected to hand it all over. Mark shifted in his seat, the leather creaking. He focused on a speck of dust on the window, willing it to grow, to demand his attention.

"Look, the software is pretty self-explanatory," Mark finally mumbled, his gaze still fixed on the window. "Just… follow the prompts."

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