The first thing that hit him was the smell. A cloying, overly-sweet fragrance that reminded him of cheap air freshener. It was a stark contrast to the crisp, clean scent of the hospital he'd been in. Then he saw her. The same girl he'd tormented for years.

She was older now, but her eyes held the same glint. He felt a prickle of sweat break out on his forehead. He desperately wished he could rewind time.

“So,” she began, her voice even, professional, “tell me why you’re here.” He crossed his arms, suddenly feeling very small, very exposed. He mumbled something about anxiety, his voice barely a whisper.

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