Michael felt a surge of anger as he navigated the hidden account. His son, Alex, the quiet boy who preferred video games to real-life interactions, was suddenly a social media star. The account, under the name "AlphaAlex," was filled with images of Alex at parties.

He felt the veins in his temples throb. He found himself clenching his fists. There was Alex, surrounded by people, smiling, and behaving in a way that was completely foreign to him.

He slammed the laptop shut, the sound echoing in the silent house. He felt the heat rise up his neck, burning his ears. He was furious, both at Alex and at himself. How had he missed this?

He got up and started pacing. He didn't know what to say, what to do. His insides felt like they were twisting into knots.

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