Do not use GUI mode for load testing!, only for test creation and test debugging.
For load testing, use CLI mode (not GUI):
jmeter -n -t [jmx file] -l [results file] -e -o [Path to web report folder]
increase the Java Heap to meet your testing requirements Best Practices with JMeter