The fluorescent lights of the clinic buzzed, amplifying the pounding in Arthur's ears. He clenched his jaw, the taste of stale coffee clinging to his tongue. Across the sterile waiting room, a woman with fiery red hair and a matching temper was arguing with the receptionist. Each indignant syllable chipped away at his composure. His palms were slick. He wished he could sink through the vinyl seat.

He'd been waiting for an hour, the longest hour of his life. The appointment felt like a public shaming, a dissection of his inadequacies. He’d meticulously planned this day, right down to the bland beige sweater to disappear into. But now, it felt like a beacon, drawing unwanted attention.

Then, the red-haired woman was called. As she passed Arthur, she cast him a look that seemed to understand, a shared sense of...something. It was in that moment, when the doctor explained their condition, that Arthur saw the truth. They both possessed the same rare, life-altering disorder. His stomach lurched, not from nausea, but from the sudden, unwelcome exposure.

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