The news hit Sarah like a rogue soccer ball to the chest. She’d always been the goalie. The last line of defense, the one who bore the weight of the team on her shoulders. Now, the coach wanted her to play forward. “I’m putting you up front,” he'd stated, his voice full of forced encouragement.

Sarah’s fingers tightened around the straps of her gloves, the familiar leather suddenly feeling foreign. She felt a tremor in her hands. The entire idea seemed utterly absurd to her. Being the goalie was her identity, it was everything she knew.

She stood near the goal, kicking the ball, her movements slow and deliberate. She’d always had to be careful with the ball; now, she felt a burning need to slam it as hard as she possibly could. No, she thought, she would not be happy about this.

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