The email arrived late that afternoon. Both names were on the subject line, followed by the dreaded word: "Decision." Liam’s stomach churned as he slowly opened it. He scrolled, his breath catching in his throat. The first line was a form letter thanking everyone for applying. The next paragraph contained the name, and it was not his.

He re-read the email, his eyes blurring. He felt a wave of nausea, a sudden and overwhelming urge to escape. He looked over to the office window, which was the only escape from the harsh words. He was unable to get up and go. He tried to think of what to do, but everything was blank.

He shut down his computer, the action feeling final, irreversible. He drove home, the radio blaring, the music somehow making the silence in the car even more profound. He parked in his driveway, not even bothering to go inside.

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