Sorry, I have a hybrid (Trek 7.2 FX) and would never ride any distance over 10 miles w/o bike shorts! The "comfort factor" does matter..

. Normally ride 15 miles+ so always wear the bike shorts. Around the neighborhood for a shorter spin, which I do rarely, maybe not.