The humid air of the karaoke bar suddenly felt thick, trapping her in a suffocating bubble. Liam’s recounting of the disastrous talent show performance – specifically, *her* part of it – was making her skin prickle. He was laughing, a loud, booming sound that echoed off the sticky tables. She’d always remembered it differently, as a slightly shaky but ultimately valiant effort. Now, according to Liam, she'd been a shrieking banshee, eyes squeezed shut, desperately off-key. She picked at the label on her beer bottle, the glass cold against her clammy palms.

A wave of heat surged through her. She wanted to disappear, to melt into the floral wallpaper. Liam gestured wildly, miming her supposed stage presence, the memory now a crude caricature. He was having a blast, reliving the perceived comedic gold. She forced a smile, a tight, unnatural curve of her lips.

“You remember that time I tripped on my way to the microphone?” she mumbled, trying to shift the focus, a pathetic attempt to regain control. The words felt feeble, swallowed by Liam's laughter.

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