Where was the Seven Blood Stains Incident detailed?
It was detailed in the setting encyclopedias for AT1 and AT3. You can read translations for both of them here: 

http://artonelico.wikia.com/wiki/ARM_Backup/Settei_book_translation http://artonelico.wikia.com/wiki/ARM_Backup/Settei_book_3_translation