The letter arrived during lunch break. Michael recognized the embossed crest on the envelope: the law firm where he'd been a junior associate. He'd been fired, spectacularly, five years prior after a messy mistake. Now, an apology.

He felt the unwelcome thud of his heartbeat against his ribs. He excused himself, going to the men's room and locking himself in a stall. The memory, as vivid as the day it happened, played on repeat in his mind: the scathing words of his boss, the whispered judgments of his colleagues.

He leaned against the cold tile, the letter still unopened in his pocket. He clenched his jaw, battling the urge to shred the thing, to obliterate the reminder of his failure. It was the way people had looked at him back then, that look of pity, that made him want to hide.

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