Mixing thumping bass and heavy brass, Ferociously Stoned draws heavily from the punk rock and funk influences which dominated the Daddies' early music, though also features a prominent streak of the jazz and swing-inspired sounds which would soon become a hallmark of the band's style.

While the album is driven primarily by funk and swing, Ferociously Stoned also features experiments in psychedelic pop ("The Lifeboat Mutiny"), disco ("Suicide Kings") and James Brown-style rhythm and blues ("You Better Move").

Following the success of the Daddies' 1989 demo tape 4 From On High which helped build the band a dedicated local cult following, Ferociously Stoned set a near-record for all-time advance sales in Eugene, Oregon's record stores, coming in second only to R.E.M.

[2][3] Upon release, the album became a regional success, remaining for over a year on The Rocket's Northwest Top Twenty list and receiving favorable reviews in The Oregonian and Alternative Press.

[6][7] In 1994, coinciding with the release of the Daddies' second album, Rapid City Muscle Car, Ferociously Stoned was re-issued on CD, restoring the band's full name and including the tracks from their 1989 demo tape 4 From On High as bonus content.