Linguistic Gap Analysis — Gospel of John (English/Greek → Sanskrit)

TRI Phase 1, Step 8: Doctrine Vocabulary Matrix, Semantic Fencing, and Transliteration Decisions

Curriculum: John 1–21 (core passage: John 3:1-21, the Nicodemus discourse) Extends: Baseline Romans translation_memory.json, bible_term_registry.json, doctrine_risk_registry.json, 12_ai_translation_requirements.md Companion document: 08_core_glossary.md (term-by-term entries); this document analyzes the gaps those terms are filling and the reasoning process behind each strategic choice, per PRD Phase 1 Step 8. Audience reminder: per the baseline’s categorical note, Sanskrit has no first-language speaker base; every gap identified below is a gap in a developed philosophical vocabulary, not a gap in ordinary usage. “Missing vocabulary” in this document therefore usually means “no term exists that is not already load-bearing for a rival, textually-explicit doctrine,” not “no word exists at all.”

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1. Purpose and Method

Where Romans required navigating roughly a dozen Critical-risk collisions, John’s Gospel compresses a comparable density of collision risk into a shorter, more repetitive, more metaphysically loaded vocabulary (Word, Spirit, Truth, Life, Light, one-ness, “I am”). This document works chapter-by-chapter-aware but doctrine-organized, per the nine doctrines specified for this curriculum, to:

1. Map each doctrine to its candidate Sanskrit terms, not just its chosen one, so the reasoning trail for future review is visible;
2. Distinguish true missing vocabulary (no existing classical term names the biblical concept at all) from crowded semantic neighborhoods (multiple existing terms compete, each dragging in a distinct rival doctrine) — these require different repair strategies;
3. Set explicit transliteration-vs-paraphrase criteria and apply them consistently;
4. Rank this book’s highest-risk ambiguities for reviewer prioritization in Phase 2.

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2. Doctrine Vocabulary Matrix

2.1 The Deity and Pre-existence of Christ (the Word)

Available Sanskrit terms	Weakness	Recommended strategy
शब्दः (śabdaḥ, “word/sound”)	Names Mīmāṃsā’s śabda-brahman: the doctrine that the Veda’s sound-form is itself eternal, uncreated, apauruṣeya. Would make “the Word was God” sound like a restatement of Vedic sound-eternity, not a claim about a personal pre-existent Son.	Rejected.
वाच्/वाणी (vāc/vāṇī, “Speech”)	Hypostasized Ṛgvedic goddess-principle of Speech (Vāgambhṇī hymn, RV 10.125). Already rejected in baseline for “covenant.”	Rejected.
वचनम् (vacanam)	Comparatively untheorized common noun on the same √vac root; carries Serampore NT precedent. Residual weakness: without a note, a reader could still hear it as “an utterance” (impersonal, event-like) rather than a personal, subsisting Person.	Adopted, with mandatory personhood + pre-existence note at every occurrence in John 1:1-14, distinguishing from both rival doctrines above.
आत्मा-based coinage (rejected outright)	Would compound, not solve, the existing Holy Spirit/ātman collision.	Never considered viable.

Assessment: This is a crowded neighborhood, not a missing-vocabulary gap — Sanskrit has two highly developed, textually explicit doctrines of divine/eternal speech (Mīmāṃsā’s śabda-brahman and Vedic Vāc theology) competing for the same semantic space “the Word” would naturally occupy. वचनम् is the fence built around that crowd, not a gap-filler.

2.2 The New Birth and Regeneration by the Spirit

Available Sanskrit terms	Weakness	Recommended strategy
पुनर्जन्म (punarjanma)	Absolutely forbidden: the precise technical term for Sāṃkhya-Yoga/Vedānta transmigration (karmāśaya, vāsanā, liṅga-śarīra). This is the single most dangerous available rendering in the entire John curriculum, because “born again” is itself birth-vocabulary, making the collision unavoidable by inattention.	Rejected absolutely, no exceptions.
द्वितीयजन्म (dvitīyajanma, “a second birth”)	Reproduces Nicodemus’s own misunderstanding (3:4), which the text corrects. Using this phrase would translate the error rather than the correction.	Rejected.
ऊर्ध्वात् जन्म (ūrdhvāt janma, “birth from above”)	No major classical rival doctrine occupies this specific compound; genuinely resolves the Greek ἄνωθεν’s double sense toward the “from above/source” reading John’s own narrative (vv. 5-8, 13) confirms. Residual weakness: “birth” (जन्म) alone, decontextualized, could still be heard as one more birth in a series if the “from above, once” framing is dropped in translation or paraphrase elsewhere in supporting material.	Adopted, with mandatory note: single, non-repeatable, Spirit-given re-creation, never cyclical re-embodiment.
आत्मजन्म (ātmajanma, “self-birth” or “birth of/by the Spirit”) — newly considered, not previously listed	Rejected here as a supplementary candidate: even though descriptively accurate for “born of the Spirit” (3:5-8), the compound’s first member आत्म- risks being parsed as “born of one’s own self” (ātman) rather than “born of the [Holy] Spirit,” reintroducing the ātman-collision from an unexpected angle.	Rejected — flagged explicitly here since it was not in the Section B glossary but is a natural coinage a translator might reach for under time pressure.

Assessment: This is genuinely missing vocabulary — no existing Sanskrit term names a single, non-repeatable, divinely-initiated re-creation of a person, because every existing Sanskrit birth-vocabulary is built to serve either ordinary embodiment or the cyclical transmigration system. ऊर्ध्वात् जन्म is a constructed phrase, not a repurposed technical term, which is itself the correct strategy for a genuine gap (see §4 below).

2.3 Eternal Life through Faith in Christ

Available Sanskrit terms	Weakness	Recommended strategy
मोक्षः / मुक्तिः (mokṣaḥ/muktiḥ)	Forbidden per baseline: the fourth puruṣārtha, Self-achieved liberation from saṃsāra.	Rejected.
निर्वाणम् (nirvāṇam)	Forbidden per baseline: Buddhist extinguishing of craving.	Rejected.
अमृतत्वम् (amṭtatvam, “deathlessness/immortality”)	Not previously forbidden in the Romans baseline (John introduces this new risk) — the precise Upaniṣadic term for the state attained through Self-knowledge (Kaṭha Up. 6.14-15; Bṛh. Up. 4.4.14): a cognitively self-attained condition, the inverse of a relationally given gift.	Rejected, newly added to the forbidden-substitution list for this curriculum (see §5, Ranked Ambiguities, and required addition to 12_ai_translation_requirements.md’s forbidden list on merge).
अनन्तजीवनम् (ananta-jīvanam, “unending life”)	Comparatively untheorized compound; residual weakness is that जीवनम् alone (without अनन्त-) is entirely generic and must never be used to carry this doctrine’s weight unaccompanied.	Adopted, always in full compound form, always anchored to John 17:3’s own definition (relational knowledge of Father and Son) at first occurrence in a document.

Assessment: Crowded neighborhood — three distinct, fully theorized rival soteriologies (mokṣa/mukti’s jñāna-bhakti-karma-mārga liberation, nirvāṇa’s Buddhist extinguishing, amṛtatva’s Upaniṣadic Self-knowledge-immortality) all compete for exactly the space “eternal life” occupies. This is the most heavily fenced doctrine in the entire curriculum.

2.4 God’s Love for the World

Available Sanskrit terms	Weakness	Recommended strategy
प्रेम (prema)	Best-attested classical love-term, but is also the fully theorized culminating category of Gauḍīya Vaiṣṇava bhakti soteriology (Caitanya Caritāmṛta’s rati→bhāva→prema progression) — an ascending, devotee-cultivated love directed toward a chosen deity, i.e., running in the opposite direction from John 3:16’s unilateral divine initiative toward an undeserving world.	Adopted (no less-encumbered alternative exists), with mandatory note reversing the directionality assumption at 3:16 and every other load-bearing occurrence.
स्नेहः (snehaḥ, “affection”)	Under-translates ἀγάπη’s deliberate, costly, sacrificial character; sounds like natural affection between kin.	Rejected as primary term, may be used only as a weak supplementary gloss, never as the term itself.
दया (dayā, “compassion/mercy”)	Names pity toward the suffering, not a self-giving love that gives up an only Son; under-translates the gift-structure of 3:16.	Rejected as primary term.
जगत् (jagat) — the object of this love	See §2.5’s analysis; the love-doctrine and the world-doctrine share a single high-risk noun and must be jointly flagged wherever they co-occur (3:16-17; 17:23-24).	Adopted with joint note, cross-referenced to the world_kosmos entry.

Assessment: Crowded neighborhood on the verb (प्रेम’s bhakti-mārga baggage) layered onto a second, distinct crowded neighborhood on the object (जगत् vs. Advaita’s “jagat mithyā” formula) — John 3:16 is therefore a double-fenced verse, requiring two separate mandatory notes in the same sentence.

2.5 Judgment and Belief/Unbelief

Available Sanskrit terms	Weakness	Recommended strategy
न्यायः (nyāyaḥ)	Forbidden: proper name of the entire Nyāya darśana (logic/epistemology school).	Rejected.
दण्डाज्ञा (daṇḍājñā, “sentence of punishment”)	Too narrow — captures only condemnation, not the positive “resurrection of life” branch of John 5:29’s twofold outcome.	Rejected as primary term.
विचारः (vicāraḥ)	Itself the central Vedāntic method-word for reasoned self-inquiry (tattva-vicāra, the guided introspective process toward realizing Brahman) — a process term being repurposed for a forensic verdict.	Adopted as least-encumbered available option, with mandatory note distinguishing God’s forensic verdict on response to revealed light from Vedāntic self-inquiry.
कर्माणि (karmāṇi, “works/deeds,” for the adjacent “works” vocabulary in 3:19-21; 5:29; 9:3-4)	Unavoidable: simultaneously the ordinary word for “deed” and the organizing term of the entire karma-phala causal system.	Adopted as unavoidable (parallel status to धार्मिकता/dharma in the baseline), mandatory redefinition at every occurrence.
तमस् / अन्धकारः for “darkness”	तमस् is one of the three guṇas of Sāṃkhya cosmology — using it frames evil as a metaphysical constituent of prakṛti, not culpable personal rejection of light.	तमस् rejected; अन्धकारः adopted.
ज्योतिः / प्रकाशः for “light”	ज्योतिः carries jyotiṣa (Vedāṅga astrology) associations, misdirecting toward calendrical/omen meaning. प्रकाशः carries a lesser residual risk (Advaita’s svayam-prakāśa, the self-luminosity of ātman/Brahman as a philosophical category) but is judged safer.	ज्योतिः rejected; प्रकाशः adopted with a lighter-weight note (Christ as a distinct personal revealing presence, not the impersonal self-luminous ground of consciousness).

Assessment: Crowded neighborhood across all three key terms (judgment, darkness, light), each independently colliding with a distinct named classical system (Nyāya, Sāṃkhya guṇa-theory, Jyotiṣa/Advaita). No single fence covers all three; each requires its own note.

2.6 The Seven “I Am” Statements

This doctrine is less a single vocabulary gap than a structural collision, analyzed fully in 08_core_glossary.md §C and 07_semantic_analysis.md Part 3. The linguistic-gap-specific observation for Step 8 purposes:

Element	Gap type	Strategy
अहम् अस्मि (absolute “I am,” 8:24,28,58 etc.)	Not a missing-vocabulary gap at all — the phrase is grammatically trivial in Sanskrit (1st person singular pronoun + copula). The risk is entirely collision-based: this exact grammatical form is Bṛhadāraṇyaka Upaniṣad 1.4.10’s mahāvākya “ahaṁ brahmāsmi.”	No alternative phrasing removes the collision (any Sanskrit rendering of “I am” without a predicate will produce the identical grammatical shape). Strategy is exclusively annotation, not lexical substitution: mandatory human-theologian note at every occurrence distinguishing a unique, unrepeatable divine self-identification (continuous with YHWH’s Exodus 3:14 self-naming) from a repeatable realization available to any self.
Each predicated “I am X” (bread, light, door, shepherd, resurrection/life, way/truth/life, vine)	Compound risk = risk of predicate noun(s) + the standing exclusivity claim.	Handled term-by-term in §2.2–2.5 and 2.7–2.9 above/below; the “I am” frame itself does not add new vocabulary gaps beyond what its predicates already carry.

Assessment: Zero true vocabulary gap; maximal collision risk. This is the sharpest illustration in the whole curriculum that “linguistic gap” and “doctrinal risk” are not the same axis — Sanskrit has no shortage of ways to say “I am,” which is precisely the problem.

2.7 The Holy Spirit as Counselor

Available Sanskrit terms	Weakness	Recommended strategy
आत्मा (bare, unqualified)	Forbidden per baseline: central term of Advaita’s ātman-Brahman identity mahāvākyas.	Rejected as standalone.
पवित्र आत्मा (fixed baseline compound)	Retained, but John’s density of Spirit-language (far exceeding Romans’) multiplies the number of occurrences requiring the mandatory personhood note — a quantitative escalation of a previously-identified risk, not a new one.	Adopted, note required at every occurrence, no exceptions for repetition-fatigue.
अधिवक्ता (adhivaktā, “legal advocate”) for Paraclete	Too narrow — courtroom-only register, misses teacher/witness/comforter roles John 14-16 give the Paraclete.	Rejected as primary term.
समाश्वासकः (samāśvāsakaḥ, “comforter/consoler”)	Under-translates the fuller advocate/teacher/witness role.	Rejected as primary term.
सहायकः (sahāyakaḥ, “helper, one who comes alongside”)	Least philosophically-encumbered available option (no named classical school claims this term); residual weakness is genericness — it does not by itself convey divine or personal status.	Adopted, always co-occurring with or cross-referenced to the पवित्र आत्मा personhood note.
वायुः (wind, for John 3:8’s wordplay)	Lexically unrelated to आत्मा — the Greek πνεῦμα wordplay (wind/Spirit in one word) cannot be reproduced in Sanskrit at all.	True missing vocabulary — no repair is possible at the lexical level; the only strategy is an explicit translator’s note explaining the untranslatable wordplay, never a forced single-term solution.

Assessment: Mixed — Holy-Spirit-as-Person is a crowded neighborhood (ātman collision); the wind/Spirit wordplay of 3:8 is a genuine, unfixable missing-vocabulary gap requiring an explanatory note rather than a lexical fence.

2.8 Christ’s Substitutionary Death and Resurrection

Available Sanskrit terms	Weakness	Recommended strategy
पुनरुत्थानम् (baseline)	Retained; John’s added complexity is the parallel double structure of 5:28-29 (resurrection to life / resurrection to judgment), which requires two clearly differentiated compound forms so the two outcomes are not collapsed into one felt-identical event.	Adopted, with the registry’s recommended paired forms (पुनरुत्थानं जीवनार्थम् / पुनरुत्थानं विचारार्थम्).
मेषशावकः-based “Lamb of God” phrase	Risk of assimilation to Vedic paśu-yajña (animal sacrifice within the śrauta ritual system) — a repeatable, ritually-maintained sacrificial economy, versus a unique, once-for-all, substitutionary act.	Adopted with mandatory note distinguishing repeatable ritual performance from unique substitutionary atonement.
निष्पन्नम् / समाप्तम् for “it is finished”	Must be distinguished from completion of a single (repeatable) yajña performance.	Adopted with note.
ऊर्ध्वीकरणम् / उत्थापनम् for “lifted up”	Genuine missing vocabulary: no single Sanskrit verb carries ὑψόω’s deliberate double sense (physically raised on a cross AND exalted in glory). Any single-word choice necessarily loses one half of the intended meaning.	Strategy: retain both compounds side by side with mandatory note, rather than force a single resolved term — an explicit case where the correct linguistic-gap response is to preserve the gap visibly rather than paper over it with a false single equivalent.

Assessment: Mostly crowded-neighborhood management (already well-handled by baseline machinery), plus one clean case of irreducible missing vocabulary (ὑψόω) that must be handled by dual-term retention + annotation rather than substitution.

2.9 Unity of the Father and the Son

Available Sanskrit terms	Weakness	Recommended strategy
एकः (masculine “one,” implying one identical person)	Would collapse the Father-Son relational unity into identity-of-person, losing the very distinction John’s grammar (neuter ἕν, not masculine εἷς) is designed to preserve.	Rejected.
अद्वैतम् (advaitam, “non-duality”)	The single most tempting false-friend rendering in this entire doctrine: sounds like an elegant, ready-made Sanskrit theological vocabulary for “oneness,” but Advaita Vedānta’s non-duality dissolves apparent plurality into illusion at the level of ultimate reality — precisely the opposite of two eternally, genuinely distinct persons in unbroken relational unity.	Rejected as a rendering strategy, not merely as a word choice — translators must resist the temptation to reach for Advaita’s entire technical apparatus (māyā, adhyāsa, vivarta) even loosely or poetically here.
एकम् (neuter “one thing/reality”)	Mirrors the Greek’s own neuter grammar; residual weakness is that Sanskrit readers trained in Advaita may still default to reading neuter oneness through an Advaitic lens regardless of grammatical signaling, since Sanskrit grammar alone does not carry doctrine.	Adopted, but grammar is necessary, not sufficient — mandatory explicit note required at every occurrence (10:30; 14:9-11; 17:11,21-22), the note doing the real doctrinal work the grammar alone cannot.

Assessment: Missing vocabulary in the strict sense — Sanskrit’s philosophical tradition has extensively theorized both absolute identity (advaita) and absolute distinctness (dvaita, e.g. Mādhva Vedānta) but has no well-developed middle category matching “two eternally distinct persons in unbroken essential and relational unity” (closer to what later Christian theology calls perichoresis). This is filled by grammatical signaling (neuter एकम्) plus mandatory annotation, not by any existing technical term.

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3. Missing Vocabulary vs. Crowded Semantic Neighborhoods — Summary Table

Type	Term/Doctrine	Repair strategy
Missing (no repurposable term exists)	New birth (ऊर्ध्वात् जन्म)	Constructed descriptive phrase
Missing	Wind/Spirit wordplay (John 3:8)	Explanatory note; no lexical fix possible
Missing	ὑψόω’s double sense (“lifted up”)	Dual-term retention + note
Missing	Father-Son relational unity distinct from both advaita and dvaita	Grammatical signal (neuter एकम्) + mandatory note
Missing	παράκλητος’s full advocate/teacher/witness/comforter range	Broadest available near-term (सहायकः) + note
Crowded	The Word (वचनम् vs. शब्दः/वाच्)	Fence: choose untheorized compound, reject both technical rivals
Crowded	Eternal life (अनन्तजीवनम् vs. मोक्ष/मुक्ति/निर्वाण/अमृतत्व)	Fence: reject all four rivals explicitly, including newly-flagged अमृतत्वम्
Crowded	God’s love (प्रेम vs. bhakti-mārga’s प्रेम)	Fence: retain term, reverse directionality via mandatory note
Crowded	The world (जगत् vs. लोक/mithyā)	Fence: retain जगत्, reject लोकः, note against Advaita’s “jagat mithyā”
Crowded	Judgment/light/darkness (विचार/न्याय; प्रकाश/ज्योतिष; अन्धकार/तमस्)	Three separate fences, one per term
Crowded	Holy Spirit personhood (पवित्र आत्मा vs. bare आत्मा)	Fence inherited from baseline, escalated by John’s frequency
Crowded	”I am” absolute (अहम् अस्मि vs. Bṛhadāraṇyaka 1.4.10)	No lexical fence possible; annotation-only strategy
Crowded	Son of Man (मनुष्यपुत्रः vs. पुरुष/Puruṣa Sūkta)	Fence: reject पुरुष-family entirely
Crowded	Good Shepherd (सत्पालकः vs. गोपाल/गोप)	Fence: reject Kṛṣṇa-specific herding titles
Crowded	The Way (मार्गः vs. jñāna-/bhakti-/karma-mārga)	Fence: retain मार्गः, mandatory exclusivity note
Crowded	Descended from heaven (स्वर्गात् आगतः vs. अवतरति/अवतीर्णः)	Fence: reject entire अव+√तृ verbal family, not just the noun अवतारः
Crowded	Rabbi/Teacher (आचार्यः/रब्बी vs. गुरुः)	Fence: reject गुरुः’s paramparā-lineage weight
Crowded	Worship (आराधना vs. पूजा/भजन)	Fence: reject मूर्ति-worship-specific and bhakti-song-specific terms

Governing observation: John’s curriculum skews far more heavily toward crowded neighborhoods than missing vocabulary relative to Romans. This is because John’s central images (word, light, life, spirit, oneness, self-identification) sit at the exact center of Sanskrit’s own most developed philosophical vocabulary, whereas Romans’ forensic/legal vocabulary (justification, imputation) had comparatively fewer competing classical systems to displace. Reviewers should expect John material to require more mandatory annotation per verse, even though fewer wholly new terms need to be coined.

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4. Transliteration vs. Paraphrase Decisions

4.1 Governing criteria

A term is transliterated (Sanskrit phonetic rendering of the source-language proper noun or unique technical term) when: (a) it is a proper name with no semantic content to translate (persons, places, festival names tied to a specific historical institution); or (b) any semantic Sanskrit equivalent available would necessarily import a specific, named rival doctrine with no way to fence it (transliteration itself becomes the fence).

A term is paraphrased/coined (a constructed Sanskrit descriptive phrase, built from common roots rather than a single existing technical noun) when: (a) the concept is genuinely new to Sanskrit’s discourse (true missing vocabulary, §3); or (b) every single-word candidate is already claimed by a rival doctrine, but a multi-word compound can express the intended sense without triggering the same technical association (crowded neighborhood, fenced by paraphrase rather than by a repurposed single term).

4.2 Decision table

Term	Decision	Rationale
Jesus, Christ, Paul, Moses, Isaiah, David, Israel	Transliterate (per Serampore precedent, already fixed in baseline)	Proper names; no semantic content at stake.
Messiah/मसीहः	Transliterate	John himself transliterates the Hebrew/Aramaic (1:41; 4:25) rather than relying solely on the Greek translation Χριστός — this directly supports transliteration as the textually modeled strategy, not merely a translator’s convenience.
Abba	Transliterate (per baseline; not load-bearing in John, retained for cross-document consistency)	Aramaic term of filial intimacy; no Sanskrit equivalent captures the register without flattening it.
Passover	Transliterate (फास्खा) or descriptive (निस्तारपर्व), either acceptable	No Sanskrit festival concept corresponds to a one-time historical deliverance-meal; transliteration preserves the specific referent, descriptive form aids first-time comprehension. Recommend transliteration with descriptive gloss at first occurrence.
Rabbi	Transliterate (रब्बी) preferred over आचार्यः where the specific Jewish title is in view; आचार्यः acceptable as a generic address term	गुरुः rejected outright (paramparā-lineage weight); transliteration sidesteps the choice between two imperfect Sanskrit options where precision about the specific Jewish office matters.
Amen, Hallelujah	Transliterate (आमीन्, हल्लेलूया, per baseline)	Established liturgical transliterations; no semantic translation attempted even in source-language tradition.
The Word (Logos)	Paraphrase-adjacent: single coined-register noun (वचनम्), not transliteration	Transliterating “Logos” (e.g. लोगोस्) was considered and rejected: it would sound like an imported foreign technical term rather than integrating into the Sanskrit theological register the Serampore tradition established; वचनम् is native vocabulary repurposed carefully, which is judged more consistent with existing Christian Sanskrit precedent than a Greek loanword.
New Birth	Paraphrase (ऊर्ध्वात् जन्म)	True missing vocabulary; no single existing term available for transliteration or repurposing.
I Am (absolute)	Neither — direct grammatical translation (अहम् अस्मि), not transliteration or paraphrase	The collision here is structural/grammatical, not lexical; no transliteration or paraphrase strategy changes the underlying grammatical identity with the Upaniṣadic mahāvākya. Only annotation manages the risk.
Paraclete	Paraphrase (सहायकः), not transliteration	Unlike “Messiah,” where John’s own text models transliteration, “Paraclete” is not treated by John as a technical proper name requiring preservation — descriptive paraphrase is closer to the Greek term’s own descriptive etymology (para + kaleō, “called alongside”).
Lamb of God	Paraphrase (compound: परमेश्वरस्य मेषशावकः)	Compound descriptive phrase, not a single existing sacrificial-cult term (which would import paśu-yajña associations); building the phrase from parts avoids inheriting a single term’s ritual baggage.
Son of Man	Paraphrase (मनुष्यपुत्रः), not transliteration	Deliberately avoids both transliterating a Danielic Aramaic-Greek phrase (which would obscure rather than clarify) and using the existing single term पुरुषः (which imports Puruṣa Sūkta / Sāṃkhya associations).
”Lifted up”	Dual paraphrase, no resolution to single term	See §2.8/§3; explicit retention of both senses via two compounds is itself the strategy, not a compromise pending a better single word.

4.3 General principle emerging from this decision set

Transliteration is reserved for terms where the referent itself is historically and culturally specific (a person, a place, a one-time historical festival, an already-established liturgical exclamation) — precisely the cases where inventing or repurposing a Sanskrit semantic equivalent would falsely suggest a general category (a class of festivals, a class of teachers) rather than a particular one. Paraphrase is reserved for cases of true conceptual novelty or crowded-neighborhood fencing where multi-word specificity can do what no single available noun can. This mirrors, and extends to John’s material, the same logic already implicit in the baseline’s treatment of “messiah” (transliterated) versus “salvation” (paraphrased away from mokṣa toward त्राणम्).

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5. Ranked List of This Book’s Highest-Risk Ambiguities

Ranked by (a) severity of doctrinal consequence if mistranslated, (b) how easily a translator could default to the wrong choice absent this analysis, and (c) frequency/centrality within the core passage (John 3:1-21) and the book as a whole.

1. New birth vocabulary defaulting to पुनर्जन्म (John 3:3-8, core passage). Highest risk in the entire curriculum: this is birth-language describing spiritual re-creation, translated into a language whose ordinary vocabulary for “born again” already names, precisely and specifically, cyclical transmigration. A single inattentive substitution in the very center of the anchor passage would silently convert the entire pericope’s meaning into its doctrinal opposite.

2. “I am” absolute self-identification colliding with “ahaṁ brahmāsmi” (8:24,28,58 etc.). Not preventable by word-choice at all (§2.6), meaning every occurrence is permanently dependent on annotation discipline rather than translation-memory enforcement; the single highest risk of silent doctrinal collapse if a translator or reviewer treats it as “just a grammatical copula” and omits the note.

3. Descended from heaven / incarnation verbs defaulting to the अव+√तृ family (3:13; ch. 6 sixfold). The noun अवतारः is already forbidden in the baseline, but the verb अवतरति shares the identical root and is not automatically caught by a rule written only against the noun — a strong candidate for an accidental Phase 2 translation-memory gap unless explicitly enforced as a verb-family prohibition (already flagged in 08_core_glossary.md, restated here as a top-tier risk because John 6 uses it six times in close proximity, compounding exposure).

4. God’s love for the world (प्रेम + जगत्) at John 3:16, the single most quoted verse in the curriculum, carrying a double crowded-neighborhood risk (bhakti-mārga’s ascending प्रेम directionality; Advaita’s जगत्-mithyā illusion-status) in one sentence. Any softening here propagates across the whole curriculum given this verse’s designated thesis-verse status (§ cross-reference table, 08_core_glossary.md).

5. Judgment/works vocabulary in 3:19-21 and 9:3-4 defaulting to a karma-phala act-consequence reading. विचारः and कर्माणि are both, by necessity, borrowed from vocabulary whose ordinary and philosophical sense is exactly the causal system Jesus’s own teaching (esp. 9:3) explicitly overturns. High risk of the translation reinforcing the very assumption the source text corrects, rather than conveying the correction.

6. Unity of Father and Son defaulting to अद्वैतम् (10:30; 14:9-11; 17:11,21-22). Uniquely dangerous because अद्वैतम् is not merely a rejected word but a rejected entire interpretive lens that a Sanskrit-trained reader might apply even when a different word is used, unless the mandatory note actively forecloses that reading.

7. Wind/Spirit wordplay untranslatability at John 3:8, within the core passage itself. Risk here is not mistranslation but omission — a translator under time pressure may render only “wind” or only “Spirit” and silently drop the deliberate ambiguity Jesus is exploiting, losing an argumentative move (the Spirit’s untraceable sovereign freedom) central to the passage’s rhetoric.

8. “Lifted up” (John 3:14, core passage) resolved to only one of its two senses. Because Sanskrit forces a choice a single verb cannot avoid, the risk is that a translator picks the more physically obvious sense (raised up on a pole, referencing the Numbers 21 serpent typology explicit in 3:14) and silently loses the glorification sense that John’s own narrative asides (12:33) confirm is equally intended.

9. Eternal life defaulting to अमृतत्वम् as a “safer-sounding,” less overtly religious synonym for अनन्तजीवनम्. This is a newly identified risk (not previously forbidden in the Romans baseline) with high plausibility of accidental use, since अमृतत्वम् sounds appropriately elevated and dignified to a translator unaware of its specific Upaniṣadic technical grounding (Kaṭha Up. 6.14-15).

10. God’s wrath (John 3:36, core passage) softened toward an impersonal disequilibrium or Purāṇic transient-deva-anger register. Lower frequency than items above but directly adjacent to the eternal-life/new-birth cluster in the anchor passage, and easy to under-translate toward either an impersonal cosmic-balance idiom (risking a karma-phala echo) or an anthropomorphic myth-register (risking triviality); requires the same “personal, righteous, moral” qualification already specified in the registry.

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6. Notes for Phase 2 Handoff

• All Critical-risk items in §5 require the human-theologian escalation routing already established in doctrine_risk_registry.json’s risk-tier framework; none of the above are newly downgraded by this analysis.
• Item 9 (अमृतत्वम्) should be formally added to 12_ai_translation_requirements.md’s CRITICAL FORBIDDEN SUBSTITUTIONS list under Salvation/Eternal Life at the next document version increment, since it is not currently named there even though it is named in 08_core_glossary.md’s eternal_life entry.
• The अव+√तृ verb-family prohibition (item 3) should likewise be made explicit as a root-family prohibition, not merely a noun prohibition, in the same forbidden-substitutions list, to close the gap a strict noun-only reading of the existing rule would leave open.
• This document assumes and does not repeat the full term-by-term doctrinal notes already given in 08_core_glossary.md and assets/bible_term_registry.json; it should be read as the reasoning layer beneath those two artifacts, not a replacement for either.