Eliza’s hands shook as she found her journal lying open on the shared kitchen table, where she'd left it to finish writing an essay. Across from it sat her roommate, Chloe, sipping a cup of coffee with an unnervingly serene expression. Eliza felt a tightness in her chest, a feeling of having been invaded.

Her breath hitched. She attempted a casual tone, but her voice cracked. "So... you read it?"

Chloe didn’t answer right away, just kept sipping her coffee. When she finally looked up, her gaze was too knowing, too calm. "It's interesting, isn't it?"

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