If you've encountered the misspelling "unlovelihood", fear not, there are some viable alternatives. "Unlikelihood" would be a correct substitution, conveying the meaning of improbability. Another option could be "unlikeliness", which captures the idea of something being unlikely. Remember to proofread to avoid such misspellings in the future!