He had called, explaining he was running late, again. Now, standing outside the restaurant, Marco’s foot tapped a frantic rhythm against the pavement. He wasn't going to call him. He had absolutely nothing to apologize for, even if *he* was the one who had made the mistake.

When a woman with fiery red hair exited the restaurant, Marco’s breath hitched. He knew the style. He’d seen the pictures. “So,” he said, his voice clipped as he blocked her path, “He's inside, is he?”

She blanched, a smear of lipstick on her teeth. She hadn’t been expecting this. Marco watched her closely, arms crossed. She stammered out a confession, a jumbled tale of dates and promises. Marco listened, his expression unreadable. Not a flicker of understanding, and certainly no willingness to forgive.

He wouldn't let her feel any sense of ease. He’d had a perfectly good evening planned, and this… this was an insult. He’d just stare at her. The woman would be the one to back down. They both knew he was right.

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