Is there a way for me to charge interest for late payments?

You can use the tax field to add your late fees (Settings > Financials) as a custom "tax" type. You may follow this article to learn how to set it up:

Keep in mind that there is no auto-calculation (i.e. $100 per day of overdue) for the custom taxes.