The realtor had said the house was move-in ready. Liar. Sarah bit the inside of her cheek as she wrestled with a stuck drawer in the master bedroom. It wouldn’t budge. She yanked harder, the cheap wood groaning in protest. Finally, with a loud CRACK, the entire front panel of the dresser ripped away, revealing a dark, yawning space behind it. Her face flushed, she knew she'd look a fool if someone saw. She'd been so sure this house was the answer, the fresh start.

Her hands trembled as she reached inside, feeling along the cold, rough wall. A metal latch. She worked it free, and a small door, almost invisible, swung inward. A staircase spiralled down into the blackness. The irony of finding this secret now, after the mortifying breakdown in front of the moving crew earlier, was almost too much to bear.

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