The damp chill of the basement seeped into Emily’s bones as she examined the letter. She had been tasked with clearing out the family’s old things, a job she loathed. The letter was her grandmother's, a draft letter of resignation from her volunteer work at the local hospital.

The letter spoke of feeling unappreciated, of the overwhelming demands on her time, and a growing sense of disillusionment. Emily had always seen her grandmother as selfless and saintly. This letter was something else entirely.

She sank onto a dusty box, feeling a sudden wave of nausea. The woman she’d idealized was flawed, vulnerable. The discovery felt like a betrayal, even though her grandmother had been gone for years. She wished she could unread the words.

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