Not that I could give any advice on how to make it work, but in browsing Jameco's catalog I see EEPROM and FLASH memory in serial versions. For example, the ST Serial flash memory I am looking @ is 20MHz, 3V, SPI bus for <$2.00 (#659913).
I would like very much to be able to hook up extra memory to the serial pins too.