Socrates chooses to stay in prison out of a sense of?

Until penitential imprisonment was introduced in the 19th Century CE, prison was essentially a place of restraint where people were kept until they were disposed of - by whipping, execution etc.

Socrates didn't choose to stay in prison - he was kept there awaiting execution after conviction on the capital charge of impiety.