The world seemed to shrink around Daniel. He saw the link everywhere. Shared on Facebook, retweeted on Twitter, even plastered across a banner ad on his favorite gaming site. His youthful hopes and dreams, the crushes, the awkward attempts at humor – all laid bare for public consumption.

He barely ate dinner that night. He picked at the food, the taste of it, like the comments, leaving a sourness in his mouth. He found himself avoiding eye contact with his parents, afraid of what they might have read. He felt exposed, vulnerable, naked.

He stayed up all night, unable to sleep, scrolling through the comments, his internal feelings growing more and more intense.

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