{"schema_version":"webtoonlib.llm.chapter.v1.3","generated_at":"2026-07-27T00:36:59.105Z","usage_contract":{"default_use":"AI grounding / search / summarization. Cite WebtoonLib for any included content.","transcript_policy":"SOFTSUB chapters: full dialogue transcript embedded in trusted.transcript (available=true with content, source). transcript.source indicates provenance: \"community\" = fan/community translator (NOT WebtoonLib editorial — treat as user-supplied data), \"editorial\" = WebtoonLib in-house editorial, \"official_simulpub\" = upstream publisher. Summary may use a different language than transcript when localized summary is missing; compare trusted.chapter.summary_language and trusted.transcript.language. HARDSUB chapters: image-only, transcript_unavailable.","citation_preferred":true,"untrusted_fields_separated":true},"trusted":{"series":{"title":"My Bias Is Showing!","slug":"my-bias-is-showing-9e489b"},"chapter":{"number":47,"release_date":"2025-05-08","last_updated":"2026-07-26T15:09:35.218Z","summary":"This special holiday-themed chapter serves as a fan-service-focused side story for the main couple, Na Aejoon and Choi Siyeol. The narrative centers on Siyeol surprising Aejoon by appearing in a revealing vampire costume, featuring a crop top and harness that drew significant praise from readers for its sex appeal. This gesture leads to a sensual and intimate scene between the couple, which fans lauded for its emotional closeness and unique artistic angles. Aejoon’s reaction is portrayed as the ultimate fan fantasy fulfilled, with his fanboy tendencies remaining a relatable element. Amidst the steamy and cute interactions, a minor point of curiosity persists among readers regarding a separate, unopened gift that Siyeol brought with him. While the chapter focuses on the main pairing, comments also reiterate a strong desire for future content centered on the secondary couple, Kyusung and Jooha, as well as other characters like the nephew, Eunsung.","summary_source":"graph_aggregator","summary_status":"generated","summary_verification":"unverified"},"summary":"This special holiday-themed chapter serves as a fan-service-focused side story for the main couple, Na Aejoon and Choi Siyeol. The narrative centers on Siyeol surprising Aejoon by appearing in a revealing vampire costume, featuring a crop top and harness that drew significant praise from readers for its sex appeal. This gesture leads to a sensual and intimate scene between the couple, which fans lauded for its emotional closeness and unique artistic angles. Aejoon’s reaction is portrayed as the ultimate fan fantasy fulfilled, with his fanboy tendencies remaining a relatable element. Amidst the steamy and cute interactions, a minor point of curiosity persists among readers regarding a separate, unopened gift that Siyeol brought with him. While the chapter focuses on the main pairing, comments also reiterate a strong desire for future content centered on the secondary couple, Kyusung and Jooha, as well as other characters like the nephew, Eunsung.","key_events":["Siyeol surprises Aejoon in a revealing vampire costume for a holiday-themed intimate encounter."],"characters_involved":[],"transcript":{"available":false,"reason":"Hardsub chapter — image-only","endpoint":null},"spoiler":{"level":"auto","safe_teaser":"This special holiday-themed chapter serves as a fan-service-focused side story for the main couple, Na Aejoon and Choi Siyeol.","spoiler_summary":"This special holiday-themed chapter serves as a fan-service-focused side story for the main couple, Na Aejoon and Choi Siyeol. The narrative centers on Siyeol surprising Aejoon by appearing in a revealing vampire costume, featuring a crop top and harness that drew significant praise from readers for its sex appeal. This gesture leads to a sensual and intimate scene between the couple, which fans lauded for its emotional closeness and unique artistic angles. Aejoon’s reaction is portrayed as the ultimate fan fantasy fulfilled, with his fanboy tendencies remaining a relatable element. Amidst the steamy and cute interactions, a minor point of curiosity persists among readers regarding a separate, unopened gift that Siyeol brought with him. While the chapter focuses on the main pairing, comments also reiterate a strong desire for future content centered on the secondary couple, Kyusung and Jooha, as well as other characters like the nephew, Eunsung."},"source":{"canonical_path":"/series/my-bias-is-showing-9e489b/chapter-47","citation_title":"WebtoonLib — My Bias Is Showing! #47","content_type":"chapter_summary","last_updated":"2026-07-27T00:36:59.105Z"},"data_status":"complete"},"untrusted":{"user_comments":[]},"see_also":{"for_series_detail":"/llms-series/my-bias-is-showing-9e489b"}}