He’d driven three towns over, promising himself a perfect plate of spaghetti and meatballs. Now, slumped against the red vinyl booth, his stomach clenched tighter than a fist. The neon sign above the diner door, usually a beacon, now seemed to mock him with its garish glow.

He’d almost tripped entering the nearly empty diner, catching himself on the coat rack. He found he could not even look the server, a boy in a too-big apron, directly in the eyes. "Just water, thanks," he’d said, his voice a gravelly whisper.

He traced the rim of the water glass with his finger. His chest felt heavy, constricted. He wanted to disappear. The news – Angelo’s was closing – had landed with the force of a physical blow. He felt exposed, foolish for having made the trek.

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