The cafe was filled with the usual morning rush, the clatter of cups and the low hum of conversation. Elias, however, was oblivious. He’d been browsing Instagram when he saw it: his abstract spiral design, rendered in stark black ink on someone's arm.

He felt a hot flush creep up his neck. He wanted to disappear. He scrolled past the image, then scrolled back. He zoomed in, analyzing every line, every shadow. It was an uncanny mirror of his own work.

The barista called his name for his latte. Elias flinched, as if he’d been startled. He mumbled a thank you and quickly found a corner table, his mind a jumble of conflicting emotions. He felt exposed, stripped bare.

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