"So, what do you think?" The man, radiating a forced confidence, held out his arm. On his bicep, a meticulously replicated portrait from Amelia's "Forgotten Faces" series. Amelia’s face turned white.

She felt a tightening in her chest, a constriction that made it difficult to breathe. She stammered something about being impressed, but the words sounded hollow even to her own ears.

The man, oblivious, continued to drone on about the artist. Amelia wanted to scream. She took a step back, needing space, needing air. She wished she could just vanish. She focused on the flickering flame of a nearby candle, trying to ground herself.

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