The doctor’s office felt cavernous, the silence punctuated only by the rhythmic ticking of a clock. John sat rigid, the stark white walls closing in on him. The diagnosis, the same as the nervous woman slumped in the chair beside him, was an indictment of his very being. They were both afflicted by the same disease.

The doctor, a stern woman with steel-grey hair, laid out the grim prognosis. Restrictions. Limitations. The future, a landscape of compromise. John felt a cold dread creep into his chest. It stole his breath.

The woman beside him began to cry, her shoulders shaking with silent sobs. He wanted to offer comfort, but the words caught in his throat. It would seem like a confession of their mutual failing. Instead, he stared straight ahead, a shared shame binding them. The weight of it was crushing.

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