I have found differences between myself and others, though. When I need to meet someone I don't see very often in a restaurant, I get stressed. For most people it's no big deal, but I can't picture what the person looks like, I can only thing in general terms of build, hair color, age, etc. I have to look at everyone, and hope that a spark of recognition happens. Similarly, when driving to a place I haven't been very often (if I'm not relying on digital navigation) I have to hope to recognize certain buildings or intersections. I only remember them as "look for the house with large rocks along the edge, then it's three farther down". I'll even "disappear" when I'm thinking deeply enough about a problem occasionally, only coming back with an answer and no idea if I was thinking visually, verbally, or in some other abstract manner. I can almost never tell you what someone I saw intermittently throughout the day was wearing unless I make a special note about it.
It is really difficult to put into words, especially since the vocabulary is against those with aphantasia. "Picture a sunset". For me it's more like: describe a sunset. It's not a complete binary, either. I can close my eyes and "picture" a wireframe cube in front of me. In no way do I actually "see" it, but I can tell you it's there, and I can rotate it around an axis. All I'm doing though is thinking about where the corners would be if I could see it and where they would be if it rotated. When I talk to people about this, they adamantly tell me they "see" something.