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Gemma 4 <unused24> Token Bug: What to Do

A practical guide to diagnosing and mitigating abnormal repeated token output such as <unused24> in Gemma 4 local inference.

April 6, 20261 min read
Gemma 4
Debugging
Tokens
llama.cpp

Some users report Gemma 4 responses degrading into repeated control-like tokens such as <unused24>.

This is usually an integration/runtime pathology, not a normal inference pattern.

Typical Triggers

  • unstable runtime/model pairing
  • aggressive generation settings
  • edge-case template or tokenizer handling

Fast Mitigation Steps

  1. Reduce temperature and simplify generation settings.
  2. Retest with a known stable prompt format.
  3. Confirm runtime version against known issue threads.
  4. Test a different model file variant/quantization.
  5. Upgrade/downgrade runtime based on issue status.

Prevention Practices

  • keep a known-good baseline config
  • avoid changing multiple variables at once
  • validate after each runtime update

Final Takeaway

When token repetition artifacts appear, treat it as a stack compatibility incident and isolate variables quickly.

Structured troubleshooting resolves these faster than prompt tinkering.

Sources