The RMA method by definition produces log [base 2] (log2) intensities. The steps are:
Summarisation at the probe or probe-set level can be controlled via the target parameter that is passed to the rma() function. Depending on the array type, a probe-set may encompass a single gene or a single exon. Try it out yourself.