Liam stared at the glowing screen, a knot forming in his stomach. His English teacher, Ms. Davies, had just started following him on Instagram. He felt a sudden, crushing awareness of every photo he’d ever posted. Every half-formed thought, every late-night selfie.

He considered deleting everything, starting over. The thought brought no solace. He felt a throbbing pulse in his temples. He imagined her scrolling, reading his captions. The idea was mortifying.

During class, he couldn't concentrate. His attention drifted to the small, subtle movements of her. He felt a strange compulsion to hide, to shrink. His face burned with a fiery flush.

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