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My guess is that it’s not so much the “forward” as the “looking” that suggests positive anticipation.
Looking forward to X …
Looking implies searching, anticipating, awaiting, longing. For example: Looking for a win by the Packers this Thursday.
Negative anticipation is usually obvious from context. For example: Looking forward to a tax bill in the mail this week.