The intricate patterns of her cross-stitch were a source of solace and creativity. She had worked on countless pieces over the years. Now, seeing her son, Thomas, absorbed in the same craft, a jolt of something unexpected coursed through her.

Thomas, usually more interested in sports, was painstakingly stitching a landscape scene. His tongue peeked out as he carefully worked with the needle and thread. He looked entirely engrossed. "Mom, this is harder than it looks," he commented, without looking up. Her hands went to her mouth.

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