"No... no, it can't be," Amelia muttered, staring at the text message on her phone. The message, from her best friend, read: “Party’s off. Family emergency.” Amelia’s breath hitched in her chest. She had spent weeks agonizing over every detail: the guest list, the playlist, the perfect cake. Now, it was just… gone. Her carefully constructed smile faltered, replaced by a deep furrow of bewilderment. She slumped onto the park bench, the vibrant afternoon sunlight suddenly seeming harsh and unforgiving.

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