The words on the page blurred before Amelia’s eyes. Her breath hitched. The story, "The Impatient Wife," chronicled her life with Mark. The main character’s constant rushing, her inability to relax, was painfully familiar. A hot wave of shame flooded over her.

She felt like she was trapped in a glass box, everyone staring. How could he? She felt a tightening in her chest, a physical manifestation of her discomfort.

She rose from the chair so fast that she nearly knocked it over. She needed space, air, anything to escape the confines of this room.

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