The pounding started at precisely seven AM. Seven AM! Brenda had just managed to drift off after a night spent tossing and turning, battling the persistent heat. Now, a jackhammer was serenading her, courtesy of the new folks next door. She scrambled out of bed, yanking her robe tighter, certain her dishevelled appearance would confirm everything.

She hadn't even brushed her hair when she stormed outside, ready to unleash a fury of complaints. But the woman, all perfectly coiffed blonde and pristine white jeans, was already there, directing the workmen. Brenda felt a fresh wave of mortification wash over her.

"Morning," the woman chirped, her smile a beacon of perfectly-aligned teeth. "Excited about the extension?" Brenda stammered a reply, aware that her voice was a croak. She wanted to disappear, to vanish into the newly tilled flowerbeds.

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