No, not necessarily. To assume the worst, usually means to think the worst if going to happen and then you are prepared, and if it isn't as bad, then it is a bonus. You can also assume the worst about a person, which does not necessarily mean the person is bad, rather that what he has been doing is bad, or assumed to be bad.
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