Update: Added a section to read a text file.
Note: There is a gui for Festival, but I have not found a use for it.
Step 1: Install needed software
$ sudo apt-get update
$ sudo apt-get install festival zenity
Note: you need to have a working sound card and speakers of some kind obviously.