Space is an absence of anything, so there is nothing to hold.

Space are the gaps in the universe.

The universe is virtually infinite in size.

Although I did read somewhere that someone theorised it was saddle shaped.

Of course, there is a lot of stuff aside from all that space. Below is a picture taken by Hubble of what they thought was a blank piece of space:

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Go to www.hubblesite.org/gallery for more pics.