Next to "My Location" was my phone's name with a (2) next to it (perhaps something that happened when I transferred my data from an older iPhone over a year ago when I got my current iPhone), and an option to select instead "This Device." I selected "This Device" and went back through the normal location sharing process and it worked. More @Wikipedia
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