From The Vault
Paper notes are ingame source texts which provide (additional) information on certain subjects. Although they sometimes contain images, they mostly consist of text.
In Fallout 3, paper notes do not show up in your inventory. Instead, the notes are input directly into your Pip-Boy 3000 and can be read in the "Notes" category of the "Data" screen.