Working in the Virasoro picture, it is argued that the logarithmic minimal models LM(p, p ′ ) = LM(p, p ′ ; 1) can be extended to an infinite hierarchy of logarithmic conformal field theories LM(p, p ′ ; n) at higher fusion levels n ∈ N. From the lattice, these theories are constructed by fusing together n × n elementary faces of the appropriate LM(p, p ′ ) models. It is further argued that all of these logarithmic theories are realized as diagonal cosets (A1 ) k+n where n is the integer fusion level and k = np p ′ −p − 2 is a fractional level. These cosets mirror the cosets of the higher fusion level minimal models of the form M(M, M ′ ; n), but are associated with certain reducible representations. We present explicit branching rules for characters in the form of multiplication formulas arising in the logarithmic limit of the usual Goddard-Kent-Olive coset construction of the non-unitary minimal models M(M, M ′ ; n). The limiting branching functions play the role of Kac characters for the LM(p, p ′ ; n) theories.