Is your emergency brake one where you push the pedal down with your foot
????
If so, make sure when it is pushed down that it stays down. If the pedal does not stay "fully" depressed than the pedal release rod might have to be bent slightly to grap the pedal tighter...

1953 chevy 1/2 ton with 3 speed 318 on floor and 1955 235 engine