"You were amazing!" Chloe declared, her voice filled with genuine enthusiasm. Ben mumbled a thank you, his gaze fixed on the intricate patterns of the floral wallpaper in the waiting room. He couldn't quite meet her eyes; the elation radiating from her felt almost painful.

He’d known, deep down, that he wasn’t the ideal candidate. His experience was less extensive, his references less glowing. He had, however, hoped to put up a better show. Now, however, the very thought of the interview made him want to disappear.

He busied himself with tying and retying his shoelaces as she continued to recount every question she was asked and how well she thought she responded. The way she told it, he knew she’d aced it. He began to feel a terrible pressure. He needed to escape.

Later, at the pub, he nursed his pint, the bitter taste mirroring the bitterness he felt towards his performance. He hardly touched his food, the chatter around him, an unwanted background noise.

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