Houston, ISU, Texas and Baylor all performed as expected. Texas Tech lost but it was hardly an embarrassing loss.
TCU and BYU are the only teams that really should be embarrassed.
You want to see a conference that has reason to think they were overrated, go ahead and look at the SEC, which has one team remaining after all their conference mates lost to lower seeds.