Prevent Finder from restoring previous tabs?
You have the option at Shutdown or Restart for whether or not to reopen windows...
though it does include whether to reopen Apps, too



If you want only the Finder to not save its state, try this in Terminal

defaults write com.apple.finder ApplePersistenceIgnoreState YES

You can revert the setting using NO instead of YES