"Did you see that post about the concert?" Sarah asked, nudging Jake in the hallway. He knew instantly. Mr. Peterson, their drama teacher, had favorited Jake's tweet about the band.

His stomach clenched. He suddenly wished he'd never tweeted at all. The thought of Mr. Peterson reading his online thoughts made him want to melt away.

He avoided Mr. Peterson for the rest of the day, ducking into the library and feigning interest in books he didn't care about. He couldn't shake the feeling of being watched, of being judged.

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