"You're mistaken," Liam said, his voice clipped. Across the restaurant table, Chloe, his childhood companion, had simply stated, "I have no memory of a friend named Liam." He'd presented the worn, faded photograph of them at the county fair, grinning with ice cream cones. She'd looked at it, then back at him, her expression neutral.

Liam's chest felt tight. He pushed the plate of untouched pasta away. "We built that treehouse. Remember? The one with the rickety ladder." He focused on her, his gaze unwavering. "We painted it bright blue, so the sun could find it."

She took a sip of water. "I apologize, but this is clearly not me. Perhaps you have the wrong person." He knew he didn't. He knew. "Well," he said sharply, "Perhaps you just need a better memory."

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