abstract: I shall discuss the geometry of the curves generated by interpolating the values of the classical theta sums. Their multi-scale structure with spiral motifs is encoded in a continued fraction expansion of the parameter defining the curve. This type of expansions are different from the classical Euclidean ones as the associated shift map preserves an infinite ergodic measure. Dynamical approaches allow us to derive some new limit theorems concerning the above curves.