The sound of the post hole digger cut through the afternoon quiet. Sarah watched from the patio, a knot forming in her throat. Mr. Thompson, she noticed, was overseeing the installation himself. She hadn't even seen him since their brief, terse exchange on the phone.

She poured herself another glass of iced tea, her hands trembling. The cool liquid did little to soothe the sudden heat that prickled across her neck. She retreated indoors, finding herself unable to meet the contractor’s eyes.

She spent the rest of the day inside. The house, usually a haven, felt like a cage, amplifying the relentless noise outside. The fence was going up, piece by piece, a physical manifestation of her feeling of worthlessness.

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