The harsh fluorescent lights of the pawn shop seemed to intensify the flush that crept up Sarah’s neck. She'd told her family she was "running errands," but here she was, in a dimly lit, cluttered shop, staring at *that* ring.

She forced a smile, which she immediately regretted. It felt brittle and unnatural, a poor imitation of genuine emotion. “I… I was just admiring it,” she said to the man behind the counter, trying to sound casual.

He grunted and turned back to his newspaper. A wave of nausea rolled over her. Every memory, every conversation, every unspoken promise, flashed through her mind, sharp and painful.

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