The air in the rehearsal room felt thick, oppressive. Sarah gripped her sheet music, her knuckles bone-white. She had envisioned the performance, the final showcase, the triumphant applause, all planned and rehearsed with Mr. Dubois. Only, Dubois was gone. Replaced by a stranger. A note had been left, explaining he’d had to leave due to a family emergency. She closed her eyes, trying to block out the stares of her fellow students, the way they seemed to pity her. Her cheeks were burning with the sudden sting of tears.

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