He had to get out, now. Thomas bolted from the hospital waiting room, the diagnosis – or rather, *someone else’s* diagnosis – ringing in his ears. The receptionist’s horrified expression, the doctor’s stammered apologies… it was all playing on repeat in his mind.

He stumbled through the automatic doors, the bright sunlight a harsh assault on his senses. He needed to be alone. He pulled his collar higher, hoping to shield himself from the stares he imagined. His stomach churned with a sickening mixture of fear and, well, something else entirely.

Later, he would analyze the situation, attempt to find a logical explanation. But for now, he just walked, fast, further and further away, avoiding contact with anyone.

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