Why would a coworker only approach me when no one else is around?

My coworker lately started approaching me to offer me help/training and remains strictly professional. Sometimes he gives me long cold/angry stares when he walks by but he is never chummy as he is with everyone else. Could he be embarrassed of me?

Why would a coworker only approach me when no one else is around?
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