The late afternoon sun cast long shadows across the dorm room. Liam entered, whistling a jaunty tune, only to stop dead. His journal, usually tucked discreetly under his pillow, lay open on his desk. A coldness spread through his chest. He didn't say anything, but picked it up, flipping through the pages. The angle of the crease in the spine, the gentle dog-ear of a page he’d made, they were all wrong. His stomach felt like it had dropped. He swallowed, then stared at the cover for a long moment, tracing the embossed lettering with his fingertip.

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