“Oh, you’re the one,” the famous author, a woman whose work James adored, said with a dismissive wave of her hand. They were at a book signing, a meet-and-greet James had eagerly awaited. He’d hoped to share his own writing, get some feedback.

His stomach lurched. The woman was referring to the legal letters he had to send about the blatant similarities between her novel and his short story. He had worked so hard, and now he was being branded as a troublemaker, a pest.

The line behind him shifted. He felt a bead of sweat trickle down his temple. He stammered a response, wanting only to disappear into the crowd.

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