The sheer improbability of it hit Leo like a physical blow. He'd come home early, hoping to surprise his wife, Olivia. He found her in the study, headphones on, typing on her computer. She looked up, and he saw the screen, a language he didn't recognize.

Then she spoke, in the same language. He stumbled backward, knocking over a stack of books. He blinked, trying to make sense of what he’d just witnessed and heard.

"Olivia…" His voice was a strangled whisper. He didn't know what to say. He stood there rooted to the spot, feeling utterly adrift.

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