The lawyer's voice, cold and clinical, echoed in Maya’s ears: "Your father had another family." The words, though expected, still struck hard. But Maya wasn’t one to wallow. She rose to the challenge, her gaze hard.

She would do what she must do.

She went to the archives. She began to assemble the pieces. She found the record of a marriage, a birth certificate. Her half-sister's name was "Emily." She would find her. She would make her peace with this sudden shift in family dynamics. She would make sure that what needed to be done, was done.

Her shoulders straightened, and she walked out of the library with the first rays of morning light, and she began to plan, her mind racing.

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