Sarah felt a cold dread settle in her stomach as she navigated her daughter Emily's secret account. The pictures showed Emily in poses she had never witnessed, smiling widely, laughing with a group of girls she had never introduced. It was as if she'd been living two separate lives.

Her own hands clenched into fists. A burning heat spread across her cheeks. Emily, always so quiet and withdrawn at home, was apparently a social butterfly, a completely different person, in this digital space.

She had always tried to create a safe space for Emily. Now, she felt a profound sense of failure, like she had missed something vital. She had prided herself on being a good mother. Now, she was left feeling utterly bewildered.

Sarah slumped onto the couch, feeling as though she'd been physically knocked off balance. She wondered how she could ever bridge the chasm that had opened between them.

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