That depends on context, too.I think it should be given for all three of those statements that when stated as a genuine declaration, the person saying it believes they have sufficient evidence or reason for their belief.
If someone said to you "I believe in God, but I don't know why," I bet you'd be able to understand exactly what they mean and wouldn't infer that they were contradicting themselves.