The florescent lights of the break room seemed to buzz with a relentless energy, and Michael’s head throbbed. He’d just learned that Emily, the intern, was receiving a higher hourly rate. He felt a wave of heat wash over him. He was not going to join the queue for coffee.

He sat back in his chair, trying to ignore the murmuring of his colleagues. The injustice of it all tightened his throat. Instead of confronting HR, he was going to excel. He would make his value undeniable.

Later, when Emily asked if he could look over her project proposal, he replied with a brief, “I’m busy.” He then buried himself in his work, pointedly not looking up.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391