He’d almost missed the mail. Liam, now in his fifties, was already halfway out the door when he saw the thin, cream-colored envelope. It was from his high school sweetheart, Emily. He'd broken up with her to move to the city, crushing her dreams of staying in their small town. He felt the ghost of a flush climb his neck.

He stood frozen, the door ajar, the city's noise rushing in. He brought the letter back inside, sinking down on the hall bench. He couldn't open it. Not yet. He didn't want to re-experience that awful feeling of… well, he just didn't want to revisit it.

He sat there for a long time, the unopened letter a heavy weight in his hands, before slowly pulling himself up to leave.

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