"Oh, for goodness sake," Maggie muttered, swatting away a cobweb. She was sorting through her mother's belongings, a task she had been postponing for far too long. She opened a cedar chest and lifted a stack of old photo albums. Underneath them she found an envelope, the paper thin and yellowed. The contents: a letter addressed to the headmistress of her mother's school. "Resignation - Teaching Position."

Maggie let out a sharp gasp. Her mother had adored teaching. She had always glowed when she spoke about her students, how could she have left? Maggie sank to the floor, her heart hammering against her ribs. The letter cited reasons, vague but loaded with implied sadness. The world tilted slightly as she reread the phrases of grief.

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