"But… I’m allergic to peanuts," Clara stammered, her voice thin, a mere whisper in the sterile examination room. Her fingers fidgeted with the hem of her cardigan, pulling it tighter and tighter. The doctor blinked, glancing back at the computer screen.

“That’s… unusual,” he said finally, his brow furrowed. The sheer absurdity of the situation threatened to overwhelm her. The idea of accidentally eating peanuts, of nearly dying due to the mistake… It was too much.

She wanted the ground to open and swallow her whole. The polite questions, the pitying looks, were like needles pricking at her skin. She had never felt so exposed.

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