The office door opened, and in walked a woman with a confident stride. “Hi, I’m Sarah. I’m your… replacement, I guess.” The new hire extended a hand, her smile bright, her eyes sparkling. I stared at her, frozen. The air felt thick, difficult to breathe.

My throat constricted, and I found myself unable to speak. The room seemed to shrink, the walls closing in. The colorful posters, the photos of my family, all blurred at the edges. I offered a shaky hand, my palm slick with perspiration.

I’d worked here for a decade. A *decade*. Now, I had to train her? My jaw ached from the effort of not saying anything.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219