How AI reads congregation

Qwen3 8B

DeepSeek V3

Mistral 7B

Lexical record · WordNet measured

a group of people who adhere to a common faith and habitually attend a given church

Senses3

Synonyms3

Antonyms0

Representation snapshot

// qwen
dimension count = 4,096
vector norm = 1.0
mean activation = -0.00063
median activation = -0.00039
std. deviation = 0.01561

// greatest deviation from median
dimension = d1906
value = -0.06126
median = -0.00039
z-score = -3.899σ
absolute deviation = 0.06087

// deepseek
dimension count = 7,168
vector norm = 1.0
mean activation = -0.00022
median activation = -0.00024
std. deviation = 0.01181

// greatest deviation from median
dimension = d3718
value = 0.04472
median = -0.00024
z-score = 3.8068σ
absolute deviation = 0.04496

// mistral
dimension count = 4,096
vector norm = 1.0
mean activation = 0.00019
median activation = 0.00037
std. deviation = 0.01562

// greatest deviation from median
dimension = d3178
value = 0.08366
median = 0.00037
z-score = 5.331σ
absolute deviation = 0.08329

Semantic proximity · cosine similarity

Term	Cosine	Distance
congregations	0.1675	0.8325
parish	0.1284	0.8716
tragedy	0.1226	0.8774
church	0.1222	0.8778
resurrection	0.1209	0.8791
conjunction	0.1174	0.8826
audience	0.1168	0.8832
chapel	0.1159	0.8841

Term	Cosine	Distance
congregations	0.5787	0.4213
denomination	0.2738	0.7262
organization	0.2478	0.7522
audience	0.2390	0.7610
church	0.2303	0.7697
community	0.2297	0.7703
communities	0.2200	0.7800
organizations	0.2145	0.7855

Term	Cosine	Distance
congregations	0.8919	0.1081
donation	0.3331	0.6669
aggregation	0.3304	0.6696
federation	0.3240	0.6760
delegation	0.3184	0.6816
incorporation	0.3173	0.6827
salvation	0.3160	0.6840
resignation	0.3125	0.6875

Similarity is distributional, not a dictionary synonym label. High similarity can occur between antonyms because they occupy similar contextual environments.

Opposition candidates

Term	Cosine	Polarity Δ	Score	Relation
WordNet lists no antonyms for this word.

Term	Cosine	Polarity Δ	Score	Relation
WordNet lists no antonyms for this word.

Term	Cosine	Polarity Δ	Score	Relation
WordNet lists no antonyms for this word.

Seeds are WordNet antonyms, ranked by embedding geometry. Opposition is never inferred from cosine distance alone: antonyms sit close, not far.

Tokenization · per model measured

Model	Tokens	Pieces
DeepSeek V3	1	congregation
Mistral 7B	2	congreg · ation
Qwen3 8B	1	congregation

Sense inventory · WordNet measured

Synset	POS	Definition	Lemmas
congregation.n.01	noun	a group of people who adhere to a common faith and habitually attend a given church	fold, faithful
congregation.n.02	noun	an assemblage of people or animals or things collected together	n/a
congregation.n.03	noun	the act of congregating	congregating