The announcement on the restaurant's website had been a digital slap in the face. She'd been about to order her usual linguine with clams, her mouth already watering in anticipation, when the pop-up appeared: "Angelo's - Closing Due to Unforeseen Circumstances."

Her cheeks burned. She slammed her laptop shut with a sudden, sharp movement, the screen momentarily reflecting her own furious expression. She felt a wave of nausea.

She'd spent so many happy evenings there. The thought of losing this comfortable routine, this place of solace, made her skin crawl. It was as if a small, safe part of her had been unexpectedly snatched away. She felt a deep, embarrassing urge to cry.

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