“Well, this is just great,” Mark thought, staring at the email. The IT department. After five years in Graphics, he was being shuffled off to fix people's printers and troubleshoot network issues. He felt a deep, slow burn of resentment simmer within him.

His new office was a cramped cubicle, smelling faintly of stale coffee and desperation. He ignored the helpful offers from his new colleagues to show him around. He sat down at his computer and promptly closed all the welcome emails.

He received a help desk ticket about a broken monitor. He deleted it. Then another. He deleted that one too. He felt a smirk creep onto his face as he imagined the frustration of the ticket submitters. He was going to make them wait.

Later, he found himself staring out the window, at the bright sunlight spilling on the lawn. He sighed and went back to his desk, feeling a deep ache in his chest.

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