Rain lashed against the window as Sarah read the email. It was from Mark, her ex-best friend, who she'd fallen out with in their early twenties. He'd ruined her surprise birthday party, drunkenly revealing her secret crush to the entire room. She felt a heat rise in her face, her cheeks burning.

The words "I was wrong" seemed to scream from the screen. She pressed a hand against her forehead. The memory, so old, still held the power to make her feel… exposed. Raw.

She spun away from the laptop, pacing her cramped apartment. Years of building a new, tougher self. Years of silence. And now this. She wanted to smash something. She slumped onto the couch and stared out at the storm, the rain mirroring the tempest within.

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