He felt a cold sweat prickle across his skin. John watched as "Susan," his girlfriend, walked into the coffee shop, arm in arm with another woman. It was a woman he recognized as his coworker, “Carol.” He'd told both women he was on a tight budget. They both loved the same kind of books, and had the same dreams.

His ears burned. He wanted to melt into the floor. He knew he had to explain, but the words wouldn't come. He felt a deep sense of wrongness, of profound embarrassment washing over him.

He quickly turned around, leaving the expensive coffee untouched, and walked out, his steps uncoordinated, his gaze fixed on the pavement.

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