Sounds like you have a White VS machine (I have three of them) and no - the needles that fit regular Singer machines are going to be too short. At least needles are easier to find than the shuttles and bobbins for the White VS style machines.
This would take a Boye size 12 needle. I don't know if there is any modern equivalent, but vintage ones are for sale on eBay quite often.