The brightly colored flyer felt like a brand on his skin. Daniel slammed his fist on the table, scattering the mail. His breath came in ragged bursts. Why now? Why did this have to happen now?

He stalked back and forth in his tiny apartment, the linoleum floor creaking beneath his feet. The weight of his unfulfilled potential pressed down on him, crushing. He'd envisioned so much more for himself.

He paused in front of the window, peering out at the bustling street below. The faces blurred into a meaningless mass. He felt utterly alone, isolated. He could feel the familiar tightening in his chest. A cold sweat broke out on his forehead. The thought of being confronted by the lives he wasn't living left him paralyzed.

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