The clatter of cutlery echoed loudly in the nearly empty dining room. Amelia felt her ears ring. The waiter, a young man with a bored expression, had just delivered the final word. Her usual booth, by the window, suddenly seemed stark and unwelcoming.

She picked at her salad, her appetite vanished. Her usual order of chicken piccata, the one thing she always looked forward to, now seemed unappetizing. She felt a strange buzzing in her head, a sort of detached horror.

She paid the bill with trembling hands, offering a tip that felt insufficient. She scurried out of the restaurant, as though fleeing a crime scene, her cheeks burning and heart pounding. She couldn’t wait to get away.

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