The ultimate solution? Try them breeding yourself or buy some from a trustworthy, actual hybreeder.
If you intend to breed purple tulips from scratch, you'll first need to breed orange tulips from red and yellow. Once you have bred 2 orange tulips, you can continue to spawn more orange or begin spawning purple.