It was the fifth time this week. His drill. He'd been working on a project, something to make the place nicer. Now Mrs. Chen was at his door. He dreaded it, that look of annoyance.

He opened the door a crack. He just couldn't bring himself to look her in the eye. He looked at the floor instead. Her tone was sharp. He was disrupting her afternoon. He wanted to explain the project. But the words just wouldn't come.

He hung his head, muttering apologies. He felt small. The drill sat in the living room, a symbol of his ineptitude, a constant reminder of the mistake he had made.

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