Use this handy helper class to easily Override Genesis Theme Settings and remove theme metaboxes.
Saving useful code as I find it, build it, or stumble into it.
Set Genesis Theme Settings Defaults
This shows everything, you can set a specific default (without changing the others) more simple with the example in the gist comments. See the defaults as listed in the (very useful) Genesis Docs Gary Jones maintains.