The 429-acre (1.74 km2) Lake White State Park is also located in this township.

[4] The township's unusual name has been attributed to the Pee Pee Creek; which was so named when an early settler inscribed his initials P. P. on a tree along its banks.

[5]Pee Pee Township has gained attention for its distinctive name, which can also be associated with the slang term "peepee," referring to the penis or urine.

[6][7] Pee Pee Settlement was a free African-American community that existed around 1820, it was a place that was primarily an area for former slaves from Virginia.

[8] The township is governed by a three-member board of trustees, who are elected in November of odd-numbered years to a four-year term beginning on the following January 1.