Personality-driven quirks in GPT-5 outputs stemmed from specific training data anomalies. OpenAI identified the root cause and implemented targeted fixes to eliminate these goblin-like behaviors. This technical deep-dive reveals how subtle data biases manifest as distinct model personas. Practitioners should monitor for similar emergent behavioral drifts during fine-tuning phases.