The axial load is transferred through expansion joint itself and the limit rod is for safety? Is my understanding is correct?

Yes, the limit rod will prevent damage of expansion joint in case of anchor failure in the line. Also, the rod will prevent damage to the expansion joint by distributing the movements evenly between the bellows