The bright lights of the casting studio felt harsh against Mayaโ€™s skin. She and Leo, her childhood friend, were auditioning for the same commercial. The competition was fierce.

She could hear her heart hammering against her ribs as she waited for her turn. This was her moment, a chance to prove she was capable of her own success.

When she stepped onto the stage, the camera lens felt like a judging eye. Maya delivered her lines with conviction, embodying the character with every gesture and expression. Her voice was strong, her presence commanding. Afterwards, she walked out into the sunlight. Sheโ€™d left everything she had on the stage.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444