"The Detective's Dilemma," the title mocked him with cruel precision. This was the novel written by his partner, Chloe. Robert's face flushed crimson as he read the opening pages. The detective's penchant for loud shirts and terrible puns was a carbon copy of him. His stomach twisted into a knot.

He felt an overwhelming desire to disappear, to fade into the wallpaper. He couldn't believe she'd done this. The audacity of it!

He threw the laptop onto the couch, the screen bouncing, and he heard a low groan escape his lips. He started pacing. He had to think.

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