It will automatically go into sleep mode, after 5 minutes I believe. There is no option.
There is a way to disable sleep mode until the next reboot. Search
in the searchbar.
Kindle_Touch_Hacking#Search_Bar_Shortcuts
This can also be used through the KUAL launcher, which requires being hacked (and comes with an undo).