High‑speed turbomachinery bearings can behave unpredictably even under conditions that appear normal. This paper highlights four such cases—including reverse rotation effects, low‑amplitude broadband vibration, axial subsynchronous vibration, and unexpectedly high thrust‑pad temperatures—and shows how each was reproduced and analyzed in the lab to better understand the risks and identify practical solutions.