If we encounter a word such as "preparedness" for which we do not have a representation or our representation is not reliable, we can identify any reliable form of the word, say "prepared" and apply <null,ness> operator on it, resulting in a representation for "preparedness".
embeddings generated by our approach should be evaluated by plugging into end-level tasks such as machine translation, POS tagging etc.