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I've used Dixie cups or glasses before with saline or just tap water to keep them wet overnight.
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You definitely should not use tap water. It isn't sterile, and contains microorganisms that have the potential to enter your eye and cause blindness, such as Acanthamoeba.
http://www.eyemdlink.com/Condition.asp?ConditionID=42