“Well, this is just great,” I muttered, kicking a stray pebble across the cracked pavement. My neighbor's renovation project was turning my entire world upside down. My once-peaceful garden now faced a constant onslaught of noise and dust.

I’d tried to be polite, to offer a helping hand, but the wife had simply smiled condescendingly, her perfectly manicured nails glinting in the sun. I felt a lump form in my throat.

I walked back inside, the hammering echoing in my ears, and slammed the door. I knew I should say something, but the thought of facing her, of revealing my own shortcomings, was unbearable. I poured myself a glass of wine, alone, and sat in the shadows.

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