The concert hall was a beautiful prison. The music, a cacophony of sound, was torture. I gripped my hands. The symphony, the clinking of glasses.

Across the room, a woman, her face buried in her hands, was also obviously struggling. Our shared sensitivity to light, the source of our malady, was suddenly more apparent. We shared a terrible secret.

I wanted to leave, but felt trapped by my own weakness, by the judgment of the world. Then, she met my gaze. The shared struggle, the mutual understanding… it offered no comfort, only the crushing weight of recognition. It was a prison we shared.

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