"Well, fancy seeing you here," the producer sneered, leaning against the doorway of the recording studio. The voice in the studio was unmistakably his, but the song was… different. Distorted. Overproduced. His composition, "Lost at Sea," had been completely, utterly butchered. The bass line was too heavy, the vocals drowned in reverb. David felt a chill run down his spine, a sense of profound awkwardness. He forced a smile, but his throat felt constricted, making it impossible to speak.

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