Both the answers given are poor English:
1. We are absolutely against. requires an object.. against It, for example
We are absolutely contrary. This means to be in a bad mood, butagain does not sound English
The only context I can supply that makes this expression natural is of someone enquiring what you all think of this proposal to which the expression is an answer. But carasheri suggests this reading is unlikely. You learn to ignore a lot of owlisms :-)