The announcement came during the university's end-of-year gala. A name was called, and then another. Then, there was a pause. Then, they announced the scholarship, the one that meant everything. Not her name. A mistake.

Her breath caught in her throat. Her cheeks flushed. She felt a tremor run through her. The music, the laughter, everything seemed to fade into a dull background noise. She clenched her hands into fists, her fingernails digging into her palms.

The elegant ballroom, usually a place of joy, now felt like a gilded cage. The faces around her seemed to blur, mocking her. She wanted to leave, to disappear, to vanish into the night.

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