The email sat there, a stark white rectangle against the dark grey of the screen. Amelia blinked, reread the subject line. “Job Application Status: Marketing Associate.” Her heart stuttered. Liam. The other name. She felt the air leave her lungs. It couldn’t be.

She reached for her phone, fingers trembling. A missed call. Liam. She didn't pick up. Instead, she stared at the words, willing them to rearrange themselves, to somehow be wrong. Maybe there was a mistake. Maybe there were two Liams.

Her vision blurred. She rubbed her eyes, then read the email again, line by line, each word a hammer blow. The polite congratulations, the details about the successful candidate. Liam. Her best friend.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255