"Unbelievable," Maya muttered under her breath, staring at the vacant space. Her palms were slick, her heart a frantic drum against her ribs. She was late for her doctor's appointment – a crucial appointment. She just knew this would be a bad day.

The neighbour, a woman she'd always found to be insufferably judgmental, was standing at her window, peering out with a look of barely concealed amusement. Maya's face burned. She felt exposed, vulnerable, and completely powerless. She wanted to scream. She had to take a deep breath to stop herself.

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