I'm not familiar with Joseph Spence, but is this the hymn you're referring to? It was written by Carrie E. Breck in 1898.
Face to Face
Face to face with Christ, my Savior,
Face to face—what will it be,
When with rapture I behold Him,
Jesus Christ Who died for me?
Face to face I shall behold Him,
Far beyond the starry sky;
Face to face in all His glory,
I shall see Him by and by!
Only faintly now I see Him,
With the darkened veil between,
But a blessed day is coming,
When His glory shall be seen.
What rejoicing in His presence,
When are banished grief and pain;
When the crooked ways are straightened,
And the dark things shall be plain.
Face to face—oh, blissful moment!
Face to face—to see and know;
Face to face with my Redeemer,
Jesus Christ Who loves me so.