Sredinicki means the exact ϕ3 theory. If you understand the exact solutions to the exact "harmonic oscillator stuffed with x3 term", then you can get a gist of a field theory where the occupation numbers replace continuous x of harminic oscillator problem.
If you do not understand the exact solutions to the exact "harmonic oscillator stuffed with x3 term", then you may consider an infinite reflecting wall U(x)=0,x<0,U(x)=+∞,x≥0 as an example where the solutions are not localized. (There is a "ground state" with E=0, though.)
A "cubic oscillator" with big g is similar to a slightly inclined wall (still reflecting), but with no "bottom" for negative-valued x, so there is no minimal E0 for such a potential, no ground state, no localization.