The band struck up a song they used to love. The music throbbed through the room, a painful reminder of shared memories. Robert felt the blood drain from his face as he watched Jessica glide onto the dance floor with her new boyfriend.

He swallowed hard. He felt a sudden, inexplicable urge to hide. He ducked behind a pillar, feigning interest in the floral arrangements. The laughter, the music, the joy of the event became a deafening assault on his senses.

He felt a primal urge to disappear, to melt into the shadows. He longed for the sweet, quiet oblivion of his own apartment, the solitude a balm to his raw emotions. He’d never felt so exposed.

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