One simple fact: In first-century Jewish speech, a "yoke" was a common metaphor for taking on a teacher's instruction or the Torah—not only a farm tool. When Jesus said "Take my yoke upon you," He was inviting hearers into His way of learning and living under God's reign.
"Come to me, all who labor and are heavy laden, and I will give you rest. Take my yoke upon you, and learn from me, for I am gentle and lowly in heart, and you will find rest for your souls. For my yoke is easy, and my burden is light."
— Jesus, Matthew 11:28–30 (ESV)
Historical backdrop
Scholars note that Jesus' yoke language sits inside Jewish Wisdom tradition. The book of Sirach already urged hearers to bow under Wisdom's yoke and promised rest: "I have laboured only a little, and I have found much rest for myself." A peer-reviewed study traces how Matthew 11:28–30 echoes that positive "yoke of the Torah / Wisdom" imagery rather than inventing a brand-new metaphor:
The 'Yoke of the Torah' as a source of joy… and Jesus's use of the yoke metaphor — In die Skriflig
For a detailed recovery of the first-century submission-and-learning sense of the yoke (beyond the modern "two oxen side by side" picture), see also "Take My Yoke upon You" — BYU Studies.
Archaeology keeps Jesus' teaching world concrete: under Capernaum's later white limestone synagogue, excavators found earlier basalt walls and floors dated to the first century—the kind of village synagogue setting where Jesus taught and where Torah instruction was lived out. Overview: The Synagogue of Capernaum in which Jesus taught — Ritmeyer Archaeological Design.
First-person: a near-death encounter with Jesus
Nathan L. reports clinically dying after a heart attack and aspiration—about 26 minutes with no heartbeat—while floating above CPR and watching his family's panic. He says he felt warm peace the whole time, then saw Jesus in a bright field. Jesus took his hand, said "Don't be afraid," made the sign of the cross, and told him it was not his time. He woke on life support; doctors called his recovery a miracle. Published with the Near Death Experience Research Foundation:
As Nathan put it afterward: his faith and happiness were restored, and he remains "grateful and humbled by the Grace of Jesus Christ."
Why this matters
Jesus did not offer rest as escape from God, but as rest with God—learning from a gentle Teacher whose burden is light. History shows the yoke image was already alive in Jewish Wisdom. First-person accounts keep pointing to the same Person who still says, to the fearful and the exhausted: come, and do not be afraid.
Sources linked above. The testimony is presented as the witness reported it; follow the link and weigh it yourself.