The waiting room felt suddenly too small. The floral wallpaper seemed to be closing in, the bland paintings on the wall taking on an accusatory cast. She gripped the worn strap of her purse, knuckles bone-white. There, across the room, was Mark. Mark, with the same cruel smirk she remembered from the swingset, now wearing a perfectly pressed linen shirt.

Her stomach churned. This was a joke, a cosmic prank. He, the boy who used to trip her on the sidewalk, was now a *therapist*? She felt a flush creep up her neck, burning her cheeks.

"Sarah Miller?" a calm voice said. She tried to project an air of composure as she rose, but her legs felt like lead. Each step forward was an agonizing act of defiance, a desperate attempt to maintain some semblance of dignity.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. 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 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228