Sarah crumpled the email, the paper crinkling harshly in her clenched fist. She had been so sure Professor Chen would be there to oversee her final thesis defense. Now, this automated reply – “Out of Office. Returning…Never.” The words swam before her eyes. She hadn't even sent him a draft. She'd been putting it off, always planning to show it next week. The empty space on the calendar, where his feedback was supposed to be, loomed over her.

She quickly dropped her shoulders, and began to pace. Her fingers were itching, she wanted to pick up the phone, to complain to someone about the unfairness of it all. It was hard to breathe.

Emotion: embarrassed

Cluster: Embarrassment
PC1 (Valence): -1.08 Negative
PC2 (Disposition): 1.10

Role in Research

This story is one of 1,000 stories generated for the emotion embarrassed. 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 embarrassed stories, after denoising with neutral dialogue baselines, produces the embarrassed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the embarrassed vector is projected through the unembedding matrix.

Promoted:
l0.420
尴尬0.341
C0.333
culp0.262
🤦0.256
Suppressed:
own-0.321
আনন্দের-0.230
seemingly-0.227
і-0.225
আনন্দে-0.224