The song's conception stems from an encounter Kesha had with an older man that had been hitting on her, which she compared to a prehistoric dinosaur.
"[1][4] The song's lyrics revolve around an older man who is attempting to persuade a younger girl to leave the club with him, to which the protagonist responds with "a scattergun spray of insults.
[6] According to Andrew Burgess of MusicOMH, "Dinosaur" features a "Mark Mothersbaugh-like whistle-synth" and focuses on "the grossness of older men hitting on younger girls".
[4] The UrbanWire's Cheryl Chia noted that the song is similar to "Girlfriend" by Avril Lavigne and Gwen Stefani's "Hollaback Girl",[7] while Monica Herrera of Billboard found it reminiscent of Vanity 6.
[8] According to Althea Legaspi of the Chicago Tribune, "Dinosaur" contains "lyrical merit in that most women have experienced unwanted advances from a creepy way-too-old man".
[10] Doug Rule of Metro Weekly criticized the song's chorus, which according to him is "spelt out like a "modern-day Toni Basil", saying: "Are we supposed to think that's cute, even clever?
[8] Ailbhe Malone of NME stated that "Dinosaur" contains the pay-off "Honey, your toupee is falling to the left side/Get up and go bro/Oh wait, you're fossilized".
McAlpine felt that "Dinosaur" was the album's best track, and went on to note that its conception was enough to "drive rock-bores into a state of spluttering fury."
[17] Erin Strecker of Entertainment Weekly wrote that the song was "auto-tuned within an inch of its life", but praised Morris' performance, writing "but Brittany can totally move.