“Swim with dolphins.” “See a Broadway show.” “Build a treehouse.” The words blurred before Liam’s eyes. He found the list while cleaning out the junk drawer. He didn't know these things about his boyfriend, Ethan. He didn’t know Ethan wanted to do these things.

He felt a tightness in his chest, a sensation of being… unbalanced. He slowly closed the drawer, the metal clanging softly. He wandered to the window and looked out at the street. The familiar scene suddenly felt distant, unfamiliar. He took a deep breath, trying to regain his composure.

“Eat at a Michelin Star restaurant,” Liam read the next entry, his voice barely a whisper.

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