The phone call came first. Mrs. Chen answered, a pleasant greeting on her lips. The voice on the other end was hesitant, a young man’s voice. It was Paul. Paul, a student from years ago who had always been a bit withdrawn. He was calling to say he was sending her something. Moments later, a delivery man arrived, bearing a large, ornate wooden chest.

Inside the chest was a collection of his photographs, each one carefully chosen. One, of him giving a lesson, was framed and sat above the others. He looked over the collection, his breath coming in shallow gasps. A wave of a feeling he couldn’t articulate washed over him. He felt strangely breathless.

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