Faye Valentine's amnesia stems from her being a gambler who was put into cryogenic sleep due to overwhelming debt. She was awakened decades later with no memory of her past or identity, effectively erased by the long cryosleep. This lost history and struggle to reclaim her identity are central to her character arc throughout the series.
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