The phone slipped from Amelia’s suddenly clammy hand, clattering onto the counter. Across the diner, Mr. Henderson, with his thinning comb-over, was already looking her way. She wanted to disappear, to dissolve into the greasy sheen on the Formica. The text – a breathless confession of affection, intended for her secret crush, David – had gone to her Great Aunt Mildred. Mildred, who thought emojis were “those silly doodads.” Amelia fumbled for the phone, pretending to be utterly engrossed in a particularly intriguing crumb on the table.

She picked up the phone, heart hammering. Her thumbs, usually so adept, felt clumsy and thick. She’d meant to delete the message before Mildred saw it, but the delay had given the elderly woman enough time to respond. Mildred's reply was short and pointed: "Amelia, dear, who is this 'David'?" Amelia choked on a mouthful of lukewarm coffee.

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