"Well, this is a surprise." Sarah said softly, reading the letter. Her mother, the epitome of grace and poise, had been anything but. The letter, sharp and precise, detailed the reasons for her abrupt departure. A toxic work environment. Lies. Betrayal.

She felt a prickle of heat behind her eyes. Anger, she realized, was a potent motivator. She'd always tried to be like her mother. Now, she understood her better than ever.

She would do something. She would find out how her mother was treated. She would find who was responsible. She would ensure the world saw the truth. She felt a lightness in her step.

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