The knot in his stomach tightened with each passing day. John knew something was off. Sarah, his wife, had become distant, secretive, always on her phone, always with a faraway look in her eyes. Today, he resolved, would be the day. He wouldn’t cower.

He followed her, a shadow, as she slipped out of the house, clutching her phone. He saw her head to the park, choosing a secluded bench beneath a weeping willow. His jaw clenched. He moved, quicker than he thought possible, his feet carrying him with surprising speed.

He arrived, his breath catching in his throat. Sarah, startled, looked up. Her face was a mask of guilt. John stood before her, a mountain against the wind, and said, "Who are you talking to? I want an answer."

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. 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 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444