I saw it during a relaxing day at the library, surrounded by the comforting scent of old books and quiet whispers. Then it was there, the name, "Peter Collins sent you a friend request." Peter, whose relentless teasing had made me want to vanish into thin air. A knot of unease tightened in my gut. I slammed the book shut, the sound echoing unnaturally loud in the peaceful atmosphere. I stood up and left, unable to stay another moment.

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