I remember seeing those tunnel diode projects when I was a kid, not yet knowledgeable in 'tronics. There was even a little receiver article I remember from then based on the t.d. also, FM BCB or VHF aircraft AM? I think.
This is not the one I was picturing, but on page 62:
http://www.americanradiohistory.com/Archive-Poptronics/60s/63/Pop-1963-06.pdfSources through distributors, I saw the diodes for $36 to $100!, but are available on ebay from Russia, Latvia, Ukraine and Romania for good prices.
The published gate dip meter projects might be better in the long run, but the simplicity is attractive for playing around at least.
Apparently the published circuit worked, BUT a circuit suggestion - I would try adding an appropriate r.f. bypass capacitor(s) from the meter side of the diode right to the ground end of the LC circuit however.
Chapter 14, page 352 Figure 14.8 of this GE transistor manual is a similar circuit as Rufus' article and has the r.f. bypass capacitor:
http://w140.com/ge_transistor_manual_1964-ch14_td.pdfGet a load of Figure 14.6 on the same page - 4 milliwatts cavity oscillator at 6 GHz! 1964.
Good luck OM.