consisting of "hello", following by 4 bytes that express a binary integer that is supposed to be evaluated in a CPU representation like little endian, is a binary file.

Text files that do not represent anything but text in a character encoding have no indicator of encoding, no magic number, no special marker at the beginning and no metadata marking them as text in most file systems.