It does seem like the female words are more obviously foreign (specifically French) whereas the male words tend towards being more technical.
Maybe "femtosecond" was used by Danish scientists in the 1800's or something, but it's definitely not a word that was common in another language and then imported into English.
Worth noting that by the percentages here fewer than 50% of males surveyed were familiar with it.