The university website's faculty page taunted him. There, under “Recent Publications,” was the article, assigned to "Professor Abigail Stern." He sat there, staring at the screen, a cold pit forming in his gut. The color drained from his face.

He let out a shaky breath, the air in the room suddenly too thick. He scrolled through the comments section and found people praising Abigail’s work, applauding her brilliance. He wanted to scream, to lash out, but the words caught in his throat. He leaned back in his chair, feeling utterly and completely…defeated.

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