The persistent feeling of unease had become unbearable. Martha’s hands trembled as she saw her husband, Mark, disappearing into the garden, phone pressed to his ear, multiple times a day. Something was wrong. She wasn’t going to be kept in the dark.

She waited until he was in the shower, the water masking the sound of her approach. She moved stealthily to the bedroom, picking up his phone. With a deep breath, she reviewed the call logs. The numbers, the timing... it was all too much.

She would confront him. The fear was replaced with a kind of fierce strength. She would not be broken.

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