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I would think that if the float was sticking you would see fuel running out of the over-flow tube to the ground.
What I meant was the needle might be sticking in the closed position, at initial shut down thus not allowing fuel into the carb bowl.
Then when it sits the needle releases and fuel flows into the bowl.
Check to see if the needle or needle seat show any signs of damage.