"Reunion," muttered Lisa, staring at the embossed words. Her hands trembled as she laid it flat on the table, as if it was a bomb. She quickly looked around, as if someone would see her, knowing she'd gotten it.

She felt a wave of nausea. The past. The embarrassment. The endless parade of perceived slights. The memories, once tucked away, now resurfaced with a vengeance.

She considered ignoring the whole thing, but the small, insistent voice, the one that never gave her any peace, whispered in her ear. “Coward.” She imagined the judgments, the pitying looks. "You're still the same loser you were back then." The implication. The sheer, crushing weight of their expectations. She clenched her jaw.

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