The story
From standard + bred. In this context, the word "standard" refers to the fact that in the early decades of the breed's development, all breeding stock had to meet a specific performance standard, namely ability to trot or pace a mile in no more than 2 minutes, 30 seconds.
Etymology from Wiktionary, CC BY-SA 4.0.