I have found the answer!
Just below that code block, there are a couple declarations for you to use if you want to set your own icons:
(defvar breakpoint-enabled-icon nil
"Icon for enabled breakpoint in display margin.")
(defvar breakpoint-disabled-icon nil
"Icon for disabled breakpoint in display margin.")
Using these, you can set ...