The rhythmic click of the knitting needles was usually the soundtrack to Eleanor's evenings. The rhythmic repetition was a balm to her soul. Now, though, the familiar sound was emanating from her teenage son's bedroom.

She cautiously opened the door, bracing herself for some sort of disaster. Instead, she found him engrossed, his fingers deftly maneuvering the needles. His brow was furrowed in concentration. The yarn spilled onto the bed. "Mom, can you show me how to do the cable stitch?" he asked, not even glancing up. Her jaw dropped a bit.

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