The annual school talent show was underway, and Sarah, a teacher, watched from the back. Her niece, Emily, was up next. The announcer said the song title. "The River Runs," the song Sarah had written when she was Emily's age. Emily’s voice was high and thin. Her version was devoid of the quiet desperation Sarah had intended. Sarah found herself fidgeting, wanting to run off the stage and grab the microphone. She clenched her fists, her face burning.

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