The news arrived via a curt email, a standardized message of regret. Liam sat frozen, staring at the screen. He was relieved it was a form, at least, not a phone call. The words swam before his eyes. He slowly turned in his chair, and looked across the open-plan office. He could see Sarah, his friend, in her own cubicle, already working and with a spring in her step.

He felt a sudden and intense need to leave. He took a deep, ragged breath and quickly gathered his things. He tried to appear casual, but his movements were jerky, his face flushed. He was unable to say anything to Sarah.

Later that evening, he deleted all his social media apps on his phone. He sat alone in the darkness, the silence of the apartment amplifying the sting of rejection.

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