Well I've done it again. After searching for hours I couldn't find the answer and posted this question and then minutes later the google gods began to help me.
In gentoo, you edit the /etc/conf.d/hdparm file to the settings you want. Then add hdparm to your boot services:
rc-update add hdparm boot
Sorry for wasting this space.