He let out a short, surprised laugh, a sound that felt brittle even to his own ears. "Well, isn't this something?" Richard muttered, staring at the notice. The words seemed to mock him, the ink blurred.

He felt a sudden hollowness, a emptiness in his gut. He turned away from the door, seeking solace in his apartment. He felt a need to check something, to confirm something.

He sat on his sofa, trying to make sense of the situation. He tried to tell himself that everything would be okay. He did not feel okay.

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