I'm familiar with PB and LW, (WD40 is about useless in this case), and I'm not familiar at all with the other.
For what their made for, low viscosity, dissolve rust, PENETRATE, is what (IMO) is what was needed initially to get things moving again. Once moving normally, some lube is fine, too...