"Wow, that's incredible!" Maria said, her tone a little too high, a little too saccharine. She was listening to a casual conversation in the cafeteria. The new graphic designer, fresh out of college, was discussing her salary. It was more than Maria's, even though she had been working there for a decade.

Her food sat untouched on her tray.

She suddenly felt a sharp sting behind her eyes, the familiar precursor to tears. She excused herself abruptly, leaving her lunch behind. She fled to the restroom, leaning against the cold tiles, trying to compose herself, feeling the familiar sting of betrayal and a deep sense of despair.

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