Long tunnels are tremendously expensive, compared to surface. And then more $$$. (Ask Snowy Hydro)
No-one wants a high speed train over their back (or front) fence. A surface train would need a lot of properties to compulsorily purchased and demolished (a big voter looser)
Sydney to Canberra...