Rain lashed against the gallery window as Clara stared at the photograph. A woman’s back, a perfect replica of her "Crimson Bloom" canvas, now permanently etched onto skin. Her stomach churned. It felt like someone had snatched a piece of her soul and flung it onto the street.

The curator, Mr. Davies, kept clearing his throat, his face a mask of polite concern. Clara couldn’t meet his gaze. She fumbled with the clasp of her purse, her fingers clumsy.

"It's... flattering," Mr. Davies offered, his voice a little too loud. Clara choked back a laugh. Flattering? It was a violation. A theft. She wanted to scream. She wanted to run. Instead, she murmured something about needing fresh air and practically fled the gallery.

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