Emilia in the southeastern U. S. is the introduced E. sonchifolia, found is South Carolina, Georgia and farther south (its normal color is lilac), or the also introduced E. fosbergii found in Texas-Louisiana and California (also lilac to purplish). Both have the common name "tasselflower."

As to what was meant in the songs, this is just idle speculation.