Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Thomas. He'd been so sure he was on the right track, that his project was finally ready for Mr. Henderson's final edits. Then, a curt email, forwarded from the department head. Henderson, retired. Effective immediately. His face burned as he re-read the message, the polite indifference of the administrative assistant's tone sticking in his throat. He crumpled the paper napkin in his hand, a frustrated gesture that did little to soothe the sudden, heavy weight in his chest.

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