The dogeared pages of the notebook, found buried in the back of a drawer, felt like an accusation in Ben's hands. He read, his jaw tightening with each entry. "Learn to surf," "Become a chef," and, nestled between them, "Leave everything behind and travel the world."

The words sliced through the air, their sharpness a cruel contrast to the soft, familiar feel of the house. He felt the blood drain from his face. His carefully constructed life, his routines, his ambitions, suddenly felt like shackles.

He began pacing the living room, a restless energy coursing through him. He couldn’t sit still, couldn't breathe. The air felt thin, the walls closing in.

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