The fluorescent lights of the professor's office seemed to buzz louder than usual, drilling into Maya’s skull. She stared at the worn, floral wallpaper, acutely aware of the dust motes dancing in the sunbeam slicing across the room. Her cheeks burned, and she kept tugging at the collar of her sweater, as if it were suddenly constricting her. The professor was saying something about sources, about academic integrity, but the words were a muddle, a meaningless drone. All she could hear was the frantic hammering of her own heart.

A coldness settled in her stomach, a dense, heavy feeling. She couldn’t meet the professor’s gaze, focusing instead on a tiny crack in the wooden desk. Shame, a deep, pervasive color, washed over her. She gripped her hands so tightly that her knuckles were white.

"Do you have anything to say, Maya?" the professor asked, her voice laced with a gentle disappointment. Maya swallowed, the dryness in her throat making speech a physical struggle. She shook her head, unable to find any words.

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