He was reading her favorite book in her native language, aloud. She'd been looking forward to this, the both of them, cuddled on the sofa, sharing a beloved story. But now, as he stumbled through the words, the mispronunciations grating, she felt a tightening in her chest.

She closed her eyes, trying to focus on the story, but the sound of his voice was a constant distraction. The intimacy they usually shared was shattered, replaced by a strange sense of distance. She feigned sleepiness and excused herself, retreating to the bedroom. She pulled the covers over her head, wishing the world would just go silent.

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