Eliza dropped her grocery bags, apples tumbling across the polished wooden floor. Her boyfriend, Ben, was on the couch, laptop open, headphones on. He was listening to something that sounded vaguely familiar, a lilting melody. She assumed it was another one of his obscure indie bands. Then, the music stopped.

Ben turned towards her, smiling. “Hey, honey,” he said. He took off his headphones and continued, “*Cymraeg yn wych, dwi'n hoffi dysgu*.” He waited for her reaction.

Eliza took a step back. She ran a hand through her hair, her fingers tangling in the strands. Her jaw hung slightly open. Welsh? He'd been learning Welsh? She couldn't get her mind to wrap around the idea. He’d never mentioned it. She wondered if she should sit down.

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