The auctioneer's gavel fell with a decisive thud, the sound echoing in Clara’s ears. Her grandmother's silver tea set, the one she’d painstakingly polished every Sunday, was gone. Sold. The room seemed to shrink, the ornate wallpaper closing in. She felt a burning sensation creep up her neck.

She'd argued against the sale, pleading with her father to keep it. *Sentimental value*, she'd choked out, her voice shaky. He'd just sighed, rolling his eyes at the idea. Now, watching the wealthy stranger examine the pieces with such casual indifference, she felt a profound sense of exposure.

Clara kept her gaze fixed on her shoes. The expensive heels she’d borrowed for this event suddenly felt heavy, like lead weights. She wanted to disappear, to vanish into the patterned carpet and never be seen again. She knew she should leave, but her legs were rooted to the spot.

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