The bustling marketplace, usually a source of joy, now felt like a personal gauntlet. I navigated the crowded stalls, the scent of spices and fresh produce triggering a wave of self-consciousness. My face flushed, my hands instinctively shielding my neck. I was so exposed.

A woman, her face obscured by a wide-brimmed hat, bumped into me, her hand brushing against mine. Her eyes, filled with an unsettling mixture of pity and understanding, met mine. She knew.

The knowledge hung between them, heavy and suffocating. They both shared the same bizarre reaction to sunlight, the cause of which was, shockingly, the same rare medical condition. I felt the familiar burn creeping up my neck. I wanted to run, to hide. I suddenly felt so very small.

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