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Instead of just giving your friend the note then coming back to your seat, go and get a drink of water. You'll seem inconspicuous and more natural.
Get your note and get out of your seat as if getting a drink of water. Walk past your friend's desk then give them the note. Go to your seat. Make it realistic.