Kenneth G. Wilson (1923). The Columbia Guide to Standard American English. 1993.
frightened (adj.)
when it combines with prepositions, most frequently takes of, as in Im frightened of horses, but it can also combine with about, at, and by, as in We were frightened about [at, by] what we learned.