The spare bedroom was like a time capsule. Pictures of a younger her, smiling and bright-eyed, plastered the walls. The posters she’d painstakingly put up as a teenager now felt ridiculous and childish. She hadn't expected to be back here, ever.

Her mother kept checking in on her, bringing in tea, offering to do her laundry, constantly hovering. Each act of kindness felt like a barbed reminder of her current state. She felt like a child again, reliant and helpless.

She found herself avoiding eye contact, retreating into her phone, pretending to be busy. The walls seemed to close in on her, making her claustrophobic. She wanted to scream, to lash out, to make them understand. She couldn't, though. The words caught in her throat, strangled by a wave of embarrassment that nearly choked her.

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