The bustling marketplace, filled with the aroma of spices and the cacophony of vendors hawking their wares, offered little comfort to Ben. He'd stumbled upon Emily, the girl who'd collected seashells with him on the beach, the girl with the infectious laugh. He'd called out her name, his voice a little too loud, a little too eager. She'd turned, her eyes narrowed slightly, a frown etching itself onto her face. After a moment, she'd shaken her head, a curt, "Sorry, I'm afraid you have the wrong person." Ben felt a coldness creep into his bones, a chilling awareness of his own insignificance. He clutched at the strap of his backpack, feeling exposed and vulnerable amidst the crowd.

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