The email sat in Martha’s inbox, a digital taunt. A PDF summarizing the new salary structure. Her jaw tightened as she scrolled, finding the name she dreaded seeing. David, fresh out of college, was now pulling down a higher base than she, with five years more experience under her belt. A flush crept up her neck. She was not going to let this stand.

She deleted the email without a reply, then slammed her laptop closed. Lunch was going to be at her desk. She wasn't going to the break room, not today. The quiet hum of the air conditioning seemed to mock her.

Later, as David cheerfully chatted with colleagues near the water cooler, Martha walked past, making sure her heels clicked decisively on the tile. He looked up, a smile on his face, and offered a casual greeting. She gave a curt nod, and kept walking.

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