He’d parked his beaten-up pickup truck across the driveway, effectively blocking the heavy machinery from gaining access. The foreman, a burly man with a perpetually furrowed brow, had yelled at him for fifteen minutes already. Thomas simply leaned against the driver’s side door, arms crossed, staring at the peeling paint of his childhood home.

A wave of heat washed over him. He could practically feel the warmth of the sun on his face, mirroring the rage and resentment building within. The foreman was now tapping his foot, impatiently gesturing toward the house.

He thought of the attic, where he'd spent countless hours reading comic books, hidden away from the world. He thought of the worn wooden floorboards, where he had learned to walk. He took a deep breath, and let it out slowly, his lungs expanding like a bellows against his chest.

“I’m not moving,” he said quietly, his voice a low rumble. “And you aren't going in.”

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