The world seemed to shrink around Sarah. The beach was supposed to be relaxing, a break from her stressful job. Instead, she was staring at her phone, her stomach twisting into a painful knot. She'd texted her therapist, Dr. Miller, a rambling, frantic message detailing all her insecurities and fears. It was meant for her sister, the one person she truly trusted.

She sank into the sand, feeling the grains scratch her skin, a poor substitute for a comforting blanket. Each lapping wave seemed to mock her, each gust of wind whispering the embarrassing details of her message. She wanted to scream, to vanish into the ocean. Instead, she just sat there, utterly alone.

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