It's more of a "how the heck are you even conscious like that?" kind of reaction.
Hehe phantasiacs seem generally way more upset by discovering their neurotypicality than aphantasiacs by their discovery of their superior condition.
Move over aspies. Aphantasia is the new aspirational condition. 
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I had a school mate that didn't have a narrator voice, and apparently that's separate from aphantasia. He said he actually only thinks with images. Now THAT's cool.
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TFW that you find out that phantasia/Aphantasia can be per sensory modalidty, and realize Synesthesia abilities are on the same spectrum as autism/schizophrenia. Fantasiapic.twitter.com/IaXLoEzYuU
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I made a friend who lost the ability to imagine what things taste like. They could tell you what it was when it was in their mouth, but couldn't afterwards. Similar thing in scent, and I suspect for any of the various synesthesias.
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