Both yes and no. It's a place like nowhere else. And facing the opposite direction is the large glacier lagoon filled with broken off blue-green almost icebergs. Ethereal, yes perhaps.
Thing is, you are not alone. This is the south coast of Iceland more or less on the the main ring road so there are loads of people like you. Tourists, photographers, tour buses and so on...
So it depends on what you are expecting I guess.
To lose the crowds you need to go much further east to the East fjords and beyond.
Here it is on google maps
https://www.google.se/maps/place/Dia...x0kx?entry=ttu
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