The smell of burnt popcorn filled the air. Jake stared at the half-empty room. He had organized a marathon of horror movies for his birthday, a tradition. Only, his friend, Mark, had planned a fancy dinner party at the same time. He stared at the empty seats, his gut twisting into a knot.

He swallowed hard. He felt so exposed.

He picked up a piece of the discarded popcorn, and then tossed it into the trash, defeated. He knew he should have just cancelled the party.

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