The text message pinged on Clara’s phone. It was from her sister, whom she hadn't spoken to in over a decade. The message simply said, "I'm sorry. I was wrong." The text felt jarring, impersonal. Clara had been ostracized from her family after a disagreement.

She stared at the words, her breath catching in her throat. Her heart felt like it was doing somersaults. She reread the message several times, then tossed her phone on the table.

She picked it up again, then flung it across the room.

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