The constant flow of delivery trucks, the casual disregard for the neighborhood's parking regulations - it was all too much. Frank had always valued a sense of community, of shared respect.

He’d tried to reason with the foreman, but the man had just shrugged, his eyes devoid of any concern. Frank felt his face flush with anger, but he swallowed his words.

He found himself avoiding the street, choosing the quieter, less-traveled routes. He cancelled his morning coffee with the neighbors. The feeling of being insignificant, of being overlooked, was a bitter pill to swallow.

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