When we are determining cis-trans isomerism, we seem to refer to a molecule's 'side' in relation to the double bond in a horizontal manner, as if we had drawn a mirror line through it horizontally. This lead us to say that the cis configuration of any molecule has atoms on the 'same side' of the double bond and a trans isomer on the 'opposite side' of the double bond.
If we had drew the line vertically and there was two species of the same type on one of the carbons in a double bond, this would then not exhibit isomerism as it would not have different groups attached, for example the arrangement in figure (2). But is there a geometric reason why we refer to the 'sides' in this way, or is it just convention as it necessarily must be this way?