This paper presents a method for attributing regional trends in the frequency of extremely hot days (EHDs) to changes in the frequency of the atmospheric patterns that characterize such extraordinary events. The study is applied to mainland Spain and the Balearic Islands for the extended summers of the period 1958–2008, where significant and positive trends in maximum temperature (<i>T</i><sub><i>x</i></sub>) have been reported during the second half of the past century. <br><br> First, the study area was split into eight regions attending to their different temporal variability of the daily <i>T</i><sub><i>x</i></sub> series obtained from the Spain02 gridded data set using a clustering procedure. Second, the large-scale atmospheric situati...