The news ripped through Robert like a physical blow. His son, Ethan, had converted to Mormonism. Robert felt a sudden, crushing sense of loss, a separation he hadn't anticipated. He found himself avoiding his wife's gaze, unwilling to acknowledge the shared pain.

He forced a smile during the awkward dinner, the carefully prepared roast chicken suddenly tasting like ash. He responded to Ethan's enthusiastic explanations with a perfunctory nod, unable to truly engage in the conversation.

After dinner, he retreated to the garage. He slammed the door, the sound echoing in the silent house. He picked up his tools, pretending to work, but his mind was elsewhere. The silence of the garage, usually comforting, now amplified his internal struggle. He felt isolated, adrift.

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