The comment section. That was where it happened. A casual joke he’d made on TikTok. His biology teacher, Mr. Evans, had left a laughing emoji. It felt like a punch to the gut.

He wanted to disappear. He clutched his phone like a lifeline, the screen reflecting his own stricken face. The thought of facing Mr. Evans in the hallway tomorrow was unbearable.

He spent the evening rewriting all his social media bios, scrubbing away anything remotely interesting. He kept imagining their interaction, the small talk, the implication of the comment. He dreaded school.

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