The phone call came during her shift at the campus library. The voice on the other end was formal, stating the facts. The scholarship, the financial lifeline that kept her afloat, was not hers. A mix-up.

She hung up the phone, her hand trembling. The library, normally a refuge, suddenly felt like a prison. She had to keep working. She had to pretend everything was alright.

She forced a smile as a student approached the desk, but the effort felt hollow. Her face felt hot, and her hands were cold. The polite exchanges seemed to echo her own internal turmoil. She wanted to vanish.

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