If you want save a render in .HDR format, you should first turn off that "Natural film response" checkbox in the "Film settings" of the post processing "Post Render Options" dialog.

It somewhat limits the dynamic range, from what I hear. Have played a bit with a couple of 3rd party HDR tone mapping programs and turning it off did improve the HDR images.