A single person making $10K (taxable income) in 2013 paid $1,058 in taxes... or ~10%.
A single person making $100K (taxable income) in 2013 paid $21,293 in taxes... or ~21%.
If 10 people each made $10K, they collectively made $100K and paid $10,580 in taxes... which is still less than half of what the one person who made $100K on their own paid.
[1] http://www.irs.gov/pub/irs-pdf/i1040tt.pdf
Edit: I did just get my taxes done so I might be a little more bitter about the topic than I usually am. But the numbers suck.