Zara Bergstrom, Jon Simons and crew show that people can beat EEG tests of guilt detection by suppressing the guilty memories. Research calls into question reliability of such tests.
http://www.cam.ac.uk/research/news/people-can-beat-guilt-detection-tests-by-suppressing-incriminating-memories