There is a blower motor resistor, and the switch, although not magical often burns up on inside.

Yours being that it works when first turned on, I hate to just take a guess on it, but I believe it's probably the switch.

I'd suggest to look in the factory service manuals at mymopar.com for guidance or just disassemble and get a visual.