The sun blazed down on the beach, but the warmth did little to penetrate the icy feeling gripping her chest. Across the picnic blanket, Peter was reliving their supposed romantic getaway, painting a picture of her as an impossibly high-strung, overly demanding companion. His words, delivered with a casual nonchalance, felt like daggers.

She’d always remembered the trip as a period of blissful connection, a chance to escape their mundane lives. Now, her efforts to organize and prepare had become a source of ridicule. Her hands clenched into fists.

She forced a laugh, a sound that seemed to shatter into tiny pieces on the wind. The ocean's roar seemed to mock her as she gathered her things, needing to escape the suffocating weight of his words.

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