The world seemed to shrink around her. Clara sat on the edge of the bed, the blankets pulled tight around her. Michael had been late, again, and the scent of unfamiliar perfume clung to his jacket. The way he had rushed to the bathroom, phone clutched in his hand, a look of hurried explanation on his face as he locked the door.

She ran her hand over the smooth, cold sheets, the indentation where he had been moments ago. The air felt heavy, oppressive. It was like a game of charades, she realized, and she was the only one who didn’t know the rules. The unspoken words hung between them, suffocating her.

Her palms began to sweat.

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