not very user friendly, but you can add the property value document.documentElement.scrollTopto the URL in the console
> document.documentElement.scrollTop
<- 4000
Bookmark "file: //path/to/pdf.pdf#4000", and then use this value when you reopen to set the same property
document.documentElement.scrollTop = 4000
a simple user script should be able to do this ...
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