The new neighbors were loud, obnoxiously loud. Mark had always considered his house his sanctuary, a quiet retreat from the chaos of the city. Now, it was a battleground. He couldn't concentrate, couldn't relax.

He'd tried to be friendly, had offered a plate of cookies on the first day. The wife had taken one, then tossed it in the trash without a word. Mark felt the heat rise to his face.

He found himself avoiding eye contact, hiding behind the newspaper when he took the trash out. He'd even started taking the longer route to work, just to avoid the sight of the gleaming new windows, the perfectly landscaped yard.

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