The silence in the cramped dorm room was deafening. Amelia found her journal splayed open on her desk, right where she’d left it that morning. But now, it was in the unsettlingly clean hands of her roommate, Jessica. The pages were being carefully scrutinized, page by page. Amelia felt a cold sweat prickle at the back of her neck.

She couldn’t meet Jessica's gaze; instead, she focused on a chipped corner of the desk. Her voice, when it finally emerged, was a strained squeak. "Did... did you read it?"

Jessica simply shrugged, a small, almost imperceptible twitch at the corner of her lip.

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