Looked right in my staring eyes and asked, “Could I spare a dime?”
Next guy wouldn’t spare his, Why should I spare mine?

from Homeboy Sandman – Angels with Dirty Faces Lyrics on Rap Genius

Meaning

A homeless man approaches him and ask for some spare change.
However since everyone else says no, he feels he can do the same.

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