The party was in full swing, music blaring, laughter echoing. But David could only manage a strained smile. He stood in the corner of the room, nursing a soda, watching his friends celebrate their success on the basketball team. He had expected to be celebrating alongside them.

He'd spent months practicing, perfecting his shots, honing his skills. Now, he was an outsider, a ghost at his own party. Each shared glance or friendly pat on the back felt like a reminder of his failure.

He made an excuse and slipped out the back door, the jubilant sounds of celebration following him. The cool night air offered no comfort, only a sense of profound isolation.

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