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Conjecture & Appearance: げ vs っぽい vs 気味, に違いない vs に決まっている

The げ / っぽい / 気味 trio is best decided by grammatical behaviour, not by meaning — each attaches differently and has a very different vocabulary range.

The patterns

looking ~ (literary; narrow vocabulary)

彼は自慢げに話した。

He spoke with an air of pride.

っぽい

-ish; tends to be (wide range, not only negative)

彼は子供っぽい性格だ。

He has a childish personality.

気味

a touch of ~ (slightly negative tendency)

最近、疲れ気味だ。

I've been a bit run-down lately.

に違いない

must be; I am certain (most common)

彼は疲れているに違いない。

He must be tired.

に決まっている

of course it's ~ (offhand, subjective)

彼が勝つに決まっている。

Of course he'll win.

一方だ

keeps getting ~ (one-directional trend)

彼の病状は悪化する一方だ。

His condition keeps deteriorating.

つつある

is in the process of ~ (written, gradual)

状況は改善しつつある。

The situation is gradually improving.

Decision procedure

1

For げ / っぽい / 気味: what comes after the blank?

な + noun, and the word is a narrow emotion wordげ (げな/げに/げだ)
だ / で, and the tendency is negative気味
く + verb, wide vocabulary rangeっぽい (っぽく, not っぽいに)
2

For certainty expressions: how objective is it?

Offhand, subjective "obviously"に決まっている
Standard certaintyに違いない
Same meaning, more formal registerに相違ない

Commonly confused

げ / っぽい / 気味 — attachment rules

げ behaves like a na-adjective but only accepts a narrow set of fixed emotion words (得意, 自慢, 悲し, 楽し, 寂し, 不安) — you cannot coin new ones. っぽい behaves like an i-adjective, takes a wide range, but never takes だ (疲れっぽいだ is wrong). 気味 is a noun, wide range, but only natural with a negative tilt (得意気味に is unnatural).

一方だ vs 一方で

These look alike but are unrelated. 一方で = "on the other hand" (contrast). 一方だ attaches to a dictionary-form verb and means "keeps going one way" (悪化する一方だ).

に違いない vs わけがない

Equal strength of conviction, opposite direction: わけがない = "no way it could be", に違いない = "it must be".