Her voice shook. “I… I don't know what to say.” Sarah stared at the notice board, the rejection email still burning in her mind. The job offer, gone. The book, *Jane Eyre*, a source of solace for the plucky heroine, felt heavy with irony. She retreated to the park.

A handwritten recipe card, faded and stained with what looked like grease, slipped out. A recipe for "Perfect Fudge." Across the top, in large, looping letters: "For when everything goes wrong." The mundane reassurance only amplified her sense of incompleteness, the feeling that she was unable to create anything of value.

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