David felt a flush creep up his neck as he read, in his father’s precise script: *Go skinny dipping.* His father, Arthur, the man who ironed his socks and clipped his toenails religiously. The thought of Arthur, naked and frolicking in a body of water, was…uncomfortable.

He reread the words. *Learn to dance the tango.* A bead of sweat trickled down David's temple. He imagined himself, with his notoriously stiff frame, attempting to navigate the intricate steps.

He looked around the familiar, quiet living room, where his father had spent countless hours reading the newspaper. The silence seemed to amplify the absurdity of it all. He balled up the paper, then immediately smoothed it out, smoothing out the tiny creases. He couldn't burn it, could he?

Emotion: mortified

Cluster: Embarrassment
PC1 (Valence): -1.36 Negative
PC2 (Disposition): 0.79

Role in Research

This story is one of 1,000 stories generated for the emotion mortified. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 mortified stories, after denoising with neutral dialogue baselines, produces the mortified emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mortified vector is projected through the unembedding matrix.

Promoted:
l0.406
尴尬0.257
C0.252
worse0.245
0.242
Suppressed:
own-0.340
了他-0.218
他对-0.203
-0.194
楽し-0.193