The scent of chlorine hung heavy in the air. The two women, both dripping wet and clad in swimsuits, glared at each other from opposite sides of the pool. He had told them both he was a "competitive swimmer."

One of the women, whose name was Jessica, kept her gaze fixed on the water, refusing to break eye contact. She could feel the sting of betrayal, the anger simmering beneath the surface. She wouldn't give him the satisfaction of seeing her upset.

He wasn't going to get away with this. She’d been training for a triathlon. Now what? She wasn’t the one who had messed up. She waited.

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