The knot in Eleanor’s stomach tightened as she stared at the empty space where her Prius had been. The tow truck, a behemoth of rust and regret, was just a glint in the distance. Her neighbor, Mrs. Gable, was standing on her porch, her arms crossed, a smug expression plastered across her face. Eleanor swallowed hard, the taste of ash suddenly coating her tongue. She fumbled for her phone, the cold metal slick with sweat.

“I… I don't understand,” she stammered into the phone, the words catching in her throat. The tow company's automated voice offered no solace, only the cold, hard facts: illegally parked. She wanted to scream, to lash out at the injustice, but the only sound she could manage was a choked whimper. The walk to her front door felt like an eternity, each step amplified by the silent judgment radiating from Mrs. Gable’s unflinching gaze.

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