A shiver traced down Eleanor’s spine. She found Mark, her husband, in the library, surrounded by books with unfamiliar titles. He was speaking, and it wasn't English. The melodic sounds were completely foreign to her, and yet, they felt… personal.

Her hands began to tremble. Her head spun. She felt a growing sense of detachment, as if she were observing the scene from outside her own body.

“Mark… what’s going on?” she finally managed to choke out, her voice barely above a whisper.

He looked up, a flicker of something she couldn’t quite decipher crossing his features.

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