That is pretty much the first thing I do on a new phone now. One thing I have noticed is that it isn't just Pandora. It's pretty much any media related app. Amazon MP3, TuneIn, Poweramp, etc.
My phone temp will go from approximately 80 degrees to roughly 120 degrees after probably 30+ minutes of music.