The silence in the locker room was deafening. James stared at his reflection, the mirror reflecting a stranger. He’d dedicated every waking moment to this, sacrificing parties, friendships, even sleep, all for a spot on the track team.

His stomach churned, a knot of anxiety tightening with each passing second. He’d expected to be celebrating with the others, but instead, he was here, alone, the discarded tryout sheet in his trembling hands. The paper felt like a branding iron, searing the truth into his soul.

He couldn't meet the gaze of the other athletes. He quickly grabbed his bag, avoiding eye contact, and made his escape. His feet shuffled across the floor as if he were underwater.

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