He had always been the golden boy. Ever since they were kids, the same boy, pretending to be a surgeon. Always bragging about his life-saving accomplishments and his extensive knowledge. But when she had seen him working at a local pharmacy, handing out medications, the world around her seemed to tilt.

The pharmacy’s bright fluorescent lights reflected off her tear-filled eyes. She'd told everyone, and her mother especially, that he was the most amazing doctor. All those shared dreams, the future they had planned together. Now, she was left with an unbearable tightness in her throat.

She turned and fled, the image of him, working behind the counter, seared into her memory.

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