Chef Dimitri slammed the door of his office, the sound echoing through the otherwise quiet dining room. The review had been particularly cutting, questioning his authenticity, labeling his dishes "inauthentic." His lineage, his heritage, his life's work.

He stood for a long moment, chest heaving. He picked up a framed photo of his grandmother in the kitchen, her smile a cruel reminder of his perceived failures. He set it down gently.

He went back into the kitchen. He began to meticulously clean the already spotless copper pans. He polished them until they gleamed, the only sound the rhythmic swishing of the cloth.

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