The photographer, a friend of a friend, had assured her. “Just a little exposure,” he’d said. “Wonderful for your portfolio.” Now, the photographs, the intimate ones, were splashed across the giant billboard overlooking the freeway. Her face, her body, her life laid bare for the rush-hour traffic to scrutinize.

She hunched her shoulders, pulling her scarf higher, as if that could somehow shield her. Cars whizzed past, headlights briefly illuminating the image before vanishing into the distance. A wave of nausea rolled over her. She felt exposed, violated, as if the billboard was a giant, accusing finger pointing directly at her.

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