The notice arrived on her screen like a digital slap in the face. She hadn’t even finished proofreading the quarterly report, and now this. A transfer to Accounts Payable. Her stomach clenched. A cold sweat slicked her palms as she reread the email, the words blurring before her eyes. The marketing team, where she’d thought she was finally finding her footing, was now a distant, unattainable dream.

She slammed the laptop shut, the metallic clang echoing in the otherwise silent office. She couldn’t bring herself to meet anyone's gaze. The usual chatter and friendly banter of colleagues felt like a cruel mockery.

She spent the remainder of the day meticulously cleaning out her desk, as if trying to erase any trace of herself. Every stapler, pen, and notepad was carefully organized, as if this act of order could somehow stave off the inevitable transition. Her cheeks burned.

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