A cold dread coiled in my stomach as I stared at the notification. "Brenda Miller sent you a friend request." Brenda. The girl who'd spread the rumour that I wore mismatched socks, and the ensuing giggles… the shame of it still stung. I felt my hands go clammy. Sunlight streamed through the blinds, illuminating dust motes dancing in the air, mocking the tight knot forming in my chest. I retreated to the kitchen, seeking the familiar comfort of making coffee, but even the scent of brewing beans couldn't quite chase away the bitter taste in my mouth.

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