The aroma of freshly brewed coffee did little to soothe the tension in John's office. He stared at the printout on his desk, then at the man sitting opposite him, Mark. Both of them were tasked with the creation of the same software application.

John’s initial reaction was disbelief, quickly followed by anger. He had invested weeks of planning and coding, a project he saw as his own.

His gaze was fixed, unwavering. "I've already gone through all the user stories," he said flatly. "I understand what the customer needs."

Mark started to suggest, but John cut him off. He was not interested in a discussion. His gaze was stern. He just wanted Mark to go away.

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