The discovery left Ben feeling as if the room had suddenly shrunk. "The Accidental Adventurer," his wife, Maria, called it. He read the opening lines, and his pulse quickened. He realized the hero's bumbling, timid nature was a direct reflection of himself. A flush crept up his neck.

He felt as though everyone would be able to see him, to see his vulnerabilities, from now on. He felt like his skin was too tight. The floor seemed to wobble slightly.

He had to get some air. He grabbed his jacket. He needed to be away from the house, far away.

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