“And you were *certain* the bus would come at the stop across the street.” Laura recounted, her voice tinged with the familiar amusement. Across the table, the restaurant’s hubbub faded away. He was suddenly aware of the way his fingers were tracing patterns on the tablecloth, a nervous tick he hadn’t noticed in years.

Laura’s version of the story was a comical retelling of their shared travel woes, portraying him as a naive fool, hopelessly lost in the city’s convoluted public transport system. He'd always remembered the event differently, as a shared adventure, a lesson learned. Now, his efforts were being framed as hilarious incompetence.

A wave of heat washed over him. He felt his face flush. He forced a smile, a shallow imitation of genuine mirth. The atmosphere had become stifling. He needed air.

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