A soft tube?
I am glad the previous post has warned you to stop using the amp. I kinda thought your tube is going bad and could lead to runaway with excessive plate current. So since first looking at your post found this site on the web
http://www.vacuumtubes.net/How_Vacuum_Tubes_Work.htm
Search through to the blue glow section to give you an idea of what is happening with your tube. Being the tube is in the push pull output section of the amplifier it is grid biased this is the worse case for a soft (loss of vacuum) tube. The ionization of gas in the tube will cause current to flow on the control grid turning the tube on harder leading to excessive plate current which can fry your output transformer. So as the previous post states shut the amp down, look into getting a new set of tubes and rebias the amp if needed.
If you had a cathode biased amp this problem is a little less because as the plate current rises so does the cathode voltage, but it still may not be enough to prevent major problems. I had a brand new EL84 tube that did this and it toasted my cathode resistor in a Valve Jr. It is one reason I am not so sure a high wattage rating cathode resistor is a good idea I think frying a resistor is better then frying an output transformer.
With the grid bias you have no cathode resistor so there is no added limiting built into the design of the amp except for the lower resistance value of grid resistor that is used with grid bias.
Hope you need nothing more then a new set of output tubes and this helps.
Note: I was just looking at the schematic for the Fender Blues Jr. and see there is no bias adjustment? They have a fixed negative voltage on the grids so maybe if you order a set of tubes from Tube Depot or Tube Store ect. you will need to tell them that the set is for a Fender Blues Jr. so they can match them for the set bias. Also you can surf the web to see if anyone has added bias adjustment to the amp no big thing just installing a pot in place of fixed value resistor. Would be nice if they put some resistors in the cathodes of the output for bias adjustment too but? Maybe Fender is doing a Mesa Boggie thing trying to make you buy there replacement tube by having fixed bias.
Note: I surfed the web on Fender Blues jr tube bias mod and by what I am running across Fender is overdriving the EL84 tubes on this amp. So if you are able or know someone that is I would think about adding adjustable grid bias to the amp, your new tubes will thank you.