Go for it.
I wouldn't be surprised if they throw the pillows away after a couple of uses anyway; your theft (which is clearly is) will lead to many happy hours of pillow use that would otherwise never occur. In short, both the pillows (who want to be loved) and environmentalists are on your side.
And anyway who says otherwise is mean. And a spoilsport.
Vive le reve