The librarian's smile, usually so warm and welcoming, now felt like a taunt. Amelia, a library regular, felt a sudden urge to flee, to disappear into the stacks and never be seen again. She'd been called in for a meeting, and the accusation hung in the air like a noxious fume.

She fumbled with her backpack, her fingers clumsy and unresponsive. She felt as though she were being physically constricted, held in a vise. Her vision swam slightly, and she felt a wave of nausea crash over her.

"We need to discuss this,” the librarian had said gently, but Amelia couldn't focus on the specifics. Every shadow in the room felt like an accusing finger. The carefully constructed facade of her academic life was crumbling.

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