In recent years, several surveys have shown that massive galaxies has undergone a major evolution during the epoch corresponding to the redshift range 1.5-3, assembling a significant fraction of their stellar mass in this epoch. To understand the origin of this rapid rise, a closer scrutiny on the nature and physical properties of massive galaxies at high redshift is needed. I will present our recent results based on the analysis of the 24micron MIPS data of the GOODS-S field, that allow to trace star-formation (or the lack of) in high redshift galaxies without biases due to dust extinction. I will show the results of our analysis focusing in particular on: - the accuracy of the estimate of the SFR from 24micron data, and the comparison with other estimators; - the evolution of the Specific star formation rate as a function of redshift and stellar mass; - the fraction of quiescent and "red&dead" galaxies as a function of redshift. The scenario emerging from these data will be compared with recent predictions of theoretical models, to discuss the validity of their physical ingredients.