The email sat in Amelia’s inbox, glowing with an accusation. Her stomach lurched. The Dean’s secretary, Miss Peterson, wanted to see her. Immediately. Amelia reread the subject line: “Urgent Meeting Regarding Scholarship.” The award, her golden ticket to a future, felt tarnished now.

Her hands shook as she walked to the office, the polished floors reflecting her worried face. Miss Peterson’s tight smile felt brittle. The words, when they came, felt like a slap. An administrative error. The scholarship was meant for another student, a transfer student, with a much greater financial need. Amelia’s face burned. She nodded woodenly, unable to speak, the color draining from her face.

Back in her dorm room, she paced, the small space suddenly feeling like a cage. She couldn’t look at the textbooks, the posters – the evidence of her life here. She felt a knot tighten in her chest, making it hard to breathe. The world seemed to shrink around her.

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