He’d picked the worst possible time, the worst possible setting. The fireworks show, usually a source of shared joy, now felt like a cruel mockery. The explosions above felt deafening, reflecting her inner turmoil.

She wanted to run, to disappear into the crowd. She stayed, however, rooted to the spot. Her throat felt tight, and she couldn't swallow. She attempted a smile, but it felt frozen, artificial.

He kept babbling, detailing his exciting new future. The joy in his voice was a stab of pain. She found herself fixated on the way his hand kept gesturing, as if trying to grasp something just beyond his reach.

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