Liam stared at the email, then back at his partner, Chloe, who was currently organizing the spice rack. The email, from his elderly grandmother, was written in Gaelic. Not just a sentence or two, but a whole, conversational paragraph. He’d taught Chloe a few phrases at the beginning of their relationship, mostly for fun. Now, it seemed, she’d gone rogue.

He felt his stomach twist. He usually communicated with his grandmother in English, as it was easier for both of them, but she preferred Gaelic. Chloe had picked up on that, somehow, and now she was communicating, in a far superior Gaelic to his own. He took a long, slow swallow.

“What’s up?” Chloe asked, turning around with a jar of saffron. Her smile was bright and genuine. Liam quickly closed the laptop. “Nothing, just… work.” He cleared his throat and busied himself with the dishwasher, suddenly feeling a surge of unexplained anxiety.

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