The elevator doors opened onto a sterile hallway, and Clara felt a tightening in her chest. Her mentor, Mrs. Dubois, had been her everything at the publishing house. The news was a week old now: a short, impersonal email regarding early retirement. Clara, though, still couldn't bring herself to go to the office. Every time she got near, a wave of heat would flood her cheeks and a tremor would shake her frame. The silence in the staff room, formerly punctuated by Mrs. Dubois's booming laughter, felt deafening. She found herself unable to meet the eyes of her colleagues. She was certain they were all aware of her utter defeat.

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