The photograph slipped from Emily's grasp, fluttering to the floor. She stared at it, the image swimming before her eyes. The woman in the picture was her aunt, the gentle, kind woman who’d always been there for her. But in this photograph, taken decades earlier, her aunt was leading a protest, shouting into a megaphone, with a burning building in the background.

She remembered her aunt’s quiet demeanor, her soft voice. This vibrant, angry woman seemed a stranger.

Emily let out a shaky breath, running a hand through her hair. Her grandmother always said her aunt was a homebody, quiet and content. The family history she thought she knew was crumbling before her.

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