The smell of sawdust and fresh paint was suffocating. Sarah had envisioned a quiet Sunday, a day of baking and reading. Instead, she was trapped, the constant din of the renovation penetrating even the thickest walls of her cozy little cottage.

She peeked out the window, watching them. The wife, dressed as though she’d stepped out of a magazine, pointed and laughed at something the contractor said. Sarah pulled the curtains shut, suddenly aware of the chipped paint on her own front door, the faded cushions on her porch swing.

She considered calling in sick to work tomorrow. The thought of facing anyone, anyone at all, felt impossible. She curled up on the sofa, clutching a pillow to her chest, the rhythmic pounding morphing into a personal judgment.

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