You have a worn syncro. Replacement of the syncro is your solution.
Congrats on the purchase. As for parts you are in the correct country at the moment. Maybe Graham spares has some...
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Neil Oldfield
Melbourne Australia
1928 Graham Paige 610
1929 Graham Paige 612
and various other Graham Paige remains