"Oh, you have Ms. Jones? She was my fourth-grade teacher!" Mark’s daughter's words sent a wave of heat through him. Ms. Jones, who'd put him in the corner for fidgeting during story time.

The thought of facing her at the upcoming parent-teacher conference filled him with dread. He avoided his daughter's gaze, feigning interest in the television. He knew his childhood self would be mortified by the news. The memory of Ms. Jones' stern face was still sharp and vivid, a reminder of a time he wanted to forget.

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