Methods and apparatuses are provided for increased efficiency and enhanced power saving in a processor via scalar code optimization. The method comprises determining that an instruction comprises a scalar instruction and then processing the instruction using only a lower portion of an XMM register. The apparatus comprises an operational unit capable of determining whether an instruction comprises a scalar instruction and execution units responsive that determining for processing the scalar instruction using only a lower portion of an XMM register of the processor. By not processing the upper portion of the XMM register efficiency is increased and power saving is enhanced.