The email sat in her inbox, a stark white box amidst the cheerful clutter. She clicked, and the carefully crafted words of rejection stung more than any insult could. Her breath hitched. A tremor ran through her, starting at her jaw and shaking her hands. She quickly clicked the delete button, not wanting her roommate to see.

Her stomach churned as she walked to the dining hall. The bright lights and the loud chatter felt abrasive. She avoided eye contact with everyone, even her usual lunch buddies. She grabbed a tray and started down the line, feeling each movement as stiff and awkward.

She barely touched her food. The vibrant colors and the smells that had once excited her now seemed gaudy. She wanted to disappear. The clatter of utensils and the students laughing created a cacophony of sound. She rose and quickly threw her tray away, a cold weight in her chest.

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