A specific set of personality-driven quirks caused GPT-5 to produce goblin-like outputs. OpenAI traced the root cause to training data anomalies and implemented targeted fixes to stabilize behavior. This technical deep-dive reveals how niche patterns propagate through large models. Practitioners should monitor for similar emergent behavioral drifts during fine-tuning.