How AI reads attribute

Qwen3 8B

DeepSeek V3

Mistral 7B

Lexical record · WordNet measured

a construct whereby objects or individuals can be distinguished

Senses4

Synonyms5

Antonyms0

Representation snapshot

// qwen
dimension count = 4,096
vector norm = 1.0
mean activation = 0.00014
median activation = 0.00013
std. deviation = 0.01562

// greatest deviation from median
dimension = d4081
value = 0.05444
median = 0.00013
z-score = 3.4763σ
absolute deviation = 0.05432

// deepseek
dimension count = 7,168
vector norm = 1.0
mean activation = 0.00016
median activation = 0.00014
std. deviation = 0.01181

// greatest deviation from median
dimension = d5869
value = 0.05387
median = 0.00014
z-score = 4.5488σ
absolute deviation = 0.05372

// mistral
dimension count = 4,096
vector norm = 1.0
mean activation = -0.00014
median activation = -0.00018
std. deviation = 0.01562

// greatest deviation from median
dimension = d1877
value = 0.05164
median = -0.00018
z-score = 3.3166σ
absolute deviation = 0.05182

Semantic proximity · cosine similarity

Term	Cosine	Distance
attributes	0.2125	0.7875
property	0.1693	0.8307
parameter	0.1350	0.8650
element	0.1328	0.8672
feature	0.1234	0.8766
model	0.1209	0.8791
variable	0.1207	0.8793
predicate	0.1199	0.8801

Term	Cosine	Distance
attributes	0.6344	0.3656
attributed	0.4486	0.5514
property	0.2997	0.7003
parameter	0.2941	0.7059
variable	0.2774	0.7226
element	0.2477	0.7523
feature	0.2474	0.7526
attributable	0.2336	0.7664

Term	Cosine	Distance
attributes	0.5280	0.4720
attributed	0.2495	0.7505
parameter	0.2172	0.7828
feature	0.1824	0.8176
attributable	0.1795	0.8205
characteristic	0.1760	0.8240
variable	0.1738	0.8262
attribution	0.1732	0.8268

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	attribute
Mistral 7B	1	attribute
Qwen3 8B	1	attribute

Sense inventory · WordNet measured

Synset	POS	Definition	Lemmas
property.n.04	noun	a construct whereby objects or individuals can be distinguished	property, dimension
attribute.n.02	noun	an abstraction belonging to or characteristic of an entity	n/a
impute.v.01	verb	attribute or credit to	impute, ascribe, assign
assign.v.08	verb	decide as to where something belongs in a scheme	assign