The invitation sat on the cluttered desk, a stark white rectangle amidst a sea of paperwork. Mark, mid-sentence of an important email, abruptly stopped typing. He leaned back in his chair, his gaze fixed on the offending object. He felt a peculiar tightening in his chest.

He swiveled in his chair, turning away from the invitation, staring out the window at the bustling city below. Twenty years. It felt like yesterday, and a lifetime ago, all at once. He wanted to throw up, his stomach suddenly churning. He felt a need to chew on something.

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