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Apparently, some people do say "look me in the eyes". I stand corrected.

I don't usually hear people say it that way, but a Google search shows that it is used that way fairly often. Not as often...

Except that 'eye' should be singular. It's a fairly set expression, "to look smb in the eye."

To "look into smb's eyes" is used, too, but not usually in this context. It's not wrong, but more a...