The restaurant was empty. Chef Lena sat alone at a table, the crumpled review a testament to her failure. The critic had called her concept "derivative." Her concept. Her vision.

She ran her hand through her hair, tangling the strands. She'd envisioned success, accolades, and recognition. Now, she felt like a fraud. She’d put everything into this restaurant.

She stared out the window, at the dark street. The reflection of her face was a stranger. She felt a knot in her stomach. She hadn't eaten all day.

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