Adding an answer to explain DC behaviour, which I suspect may be relevant for others who come across this question. For AC (RF) behaviour, Andy and Kevin have provided excellent answers.
When I measure the input terminals on that coaxial cable, what should I expect to see for an impedance? Would it be 50 Ω at that point, or should I expect to see a value > 50 Ω because of the way its terminated?
If by "When I measure the input terminals on that coaxial cable" you mean with an ohmmeter, which measures resistance (impedance at DC, 0 Hz), and the termination is purely resistive, then your ohmmeter will read the value of the termination (which you have specified is < 50 Ω). At DC, the resistance of the coaxial cable is negligible, assuming it's not very long. For instance, a Google search suggests that one kilometer of RG-58/U has a resistance of 32.81 Ω for the center conductor and 18.0455 Ω for the outer shield. So if you've got a 30 Ω resistive terminator at the end of a kilometer of cable, an ohmmeter would measure ~80 Ω at the other end.
If, however, you are measuring this with a network analyzer or other AC analysis (given that you mentioned you have a quarter wave length stub, I'm assuming you are), disregard. At DC, a quarter wavelength would be infinitely long, and therefore this measurement would be impractical.