Yes. You will be required to account for and pay the Goods & Services Tax (GST) on all your taxable supplies made from the date that you should be registered and to pay the relevant penalties. This is so, even if you did not collect any GST from your customers.
FAQ : Singapore GST / Taxation & Accounting