The email arrived like a punch to the gut. A client, ecstatic, had sent her a picture of the tattoo. It was her intricate floral illustration, replicated perfectly, but on someone else's skin.

The world seemed to tilt. Sarah stared at the image, her hands trembling. It was as if someone had taken a pair of scissors to her heart. She felt as though she’d been betrayed, robbed.

She typed a curt reply, a professional facade masking her internal turmoil. Then, she slammed her laptop shut. She felt the urge to throw something, to break something. She took several deep breaths, forcing herself to calm down. She needed to escape this feeling of dread.

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