The morning had been going so well. She'd finally perfected her sourdough recipe, the loaf puffed up beautifully in the oven. The scent of fresh bread filled her home. Then, a wet nose nudged her through the doggy door of her shed. The dog was happily lapping at her water bowl, the bread forgotten.

Her neighbor, Mrs. Gable, hurried across the yard, her face etched with contrition. "Oh, dear! Buster, you naughty boy!"

She tried to laugh, but the sound felt hollow. The air suddenly felt thick, too heavy. She grabbed a towel, frantically wiping down the counter.

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