"So, you understand the situation?" The professor’s voice was too kind, too understanding. Sarah stared down at her hands, twisting the edge of her worn notebook. Yes, she understood. The scholarship, her salvation, had been mistakenly awarded to her.

She mumbled a reply, her throat constricted. Shame crawled up her neck, prickling her skin. The professor’s office, usually a haven, felt like a pressure cooker. She couldn't meet his gaze, focusing on the chipped paint on the window frame.

Outside, the late afternoon sun felt harsh against her face. Each step felt heavy. The campus walkways, previously a source of joy, now seemed to twist and turn, leading to nowhere. Her phone buzzed in her pocket, a reminder of the emails she'd need to compose, the explanations she'd have to give.

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