He didn't recognize the return address. David, a retired teacher, opened the letter to find a heartfelt apology from a former student, someone he had once scolded in class for cheating. The memories came flooding back, the classroom's hushed silence, the shame on the boy's face.

His chest tightened. He sat, the letter trembling in his grip, the old feelings resurfacing. He felt like he was back in that room, the air thick with tension. He needed air.

He went outside and stared at the leaves falling from the tree in his yard, before going back inside, the letter lying open on the table, feeling utterly exposed.

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