"You alright, dear?" my husband asked, noticing my silence at dinner. I jumped, startled, the fork clattering against the plate. The noise, the constant noise, had become a dull ache in my head.

The project next door had completely upended my world. The perfectly planned extension, the elaborate landscaping. I felt exposed, as though my flaws were on public display.

I mumbled a noncommittal response, picking at my food. The thought of sharing my feelings, of voicing my anxieties, was impossible. I felt the tears prick at my eyes. I excused myself from the table, claiming a headache, and went to hide in the bedroom.

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