You can assign your string to a variable like this:
long_arg="my very long string\
which does not fit\
on the screen"
Then just use the variable:
mycommand "$long_arg"
Within double quotes, a newline preceded by a backslash is removed. Note that all the other white space in the string is significant, i.e. it will be present in the variable.