The air conditioning hummed, a constant reminder of the office's sterile environment. John felt the blood drain from his face as Jessica recounted a story about "the time some kid lost his retainer in the lake at Camp Whispering Pines." The memory of his own lost retainer, retrieved only after an arduous search involving a fishing net, slammed into him.

“Did you, by any chance, know a kid named…John?” He held his breath, anticipating the punchline.

Jessica stared at him, her expression shifting from friendly to perplexed. "Oh my god. You were that kid?"

He felt his cheeks flush. "Maybe." He attempted a laugh, but it came out as a strangled cough. He turned back to his monitor and wished for an escape.

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