He felt a knot tighten in his stomach. The drawings were everywhere – taped to the fridge, scattered across the coffee table, even pinned to the corkboard above his desk. His niece, Maya, was obsessed. And there he was: Captain Blorp, the space pirate with a pet iguana, exactly as Thomas had conjured him in his childhood.

“Isn’t he cool, Uncle Thomas?” Maya chirped, holding up a particularly elaborate drawing. Thomas forced a smile. His cheeks felt hot. He mumbled a noncommittal response, then busied himself “organizing” some papers on the desk. He felt a deep flush of embarrassment, a physical sensation that made his skin crawl.

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