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The look a person gets on their face while staring at someone intently, sometimes because they think they might recognize them but aren't sure who it is.

If the two parties do not know each other, gawker face can be mistaken for creeper face
Chelsea had some serious gawker face when she thought she saw Josh while driving through town.
by nash_money September 15, 2011