He’d started with the basic greetings, she'd noticed it, but she'd assumed it was a casual foray into the language. Tonight, at the dinner party, it became clear it was more than that. He’d ordered for them at the Italian restaurant, in heavily accented Italian, getting the waiter's attention with a booming "Prego!" Everyone at the table turned to look. A crimson tide rushed up into her cheeks.

Her chest constricted. She wanted to be invisible. Every eye on her, waiting for her reaction. She felt his hand on hers, squeezing, and the gesture felt like a taunt. Her best friend gave her a knowing look, a subtle raising of her eyebrows, which didn't make the burning sensation in her stomach any better. She stared down at her plate of pasta, suddenly unable to meet anyone's gaze.

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