From the moment she logged in, Jessica felt a familiar knot tighten in her stomach. Her daughter, Lily, who seemed to thrive on academic achievement, had a social media account that she never spoke of. The username was “LilyLovesLife.”

She saw photos of Lily dancing, laughing, and embracing a social life that was absent from her actual life. She felt the blood rush to her face, her cheeks burning. Lily's life, as displayed online, was a direct contradiction to the reserved young woman she was used to.

She felt a hollowness in her chest. A sense of displacement, of being on the outside looking in. Lily had built an entire world that excluded her.

Jessica sat back in her chair, the air feeling thick and heavy. A wave of exhaustion washed over her. She knew she had to address this, but the thought filled her with trepidation.

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