The sterile white walls of the hospital room seemed to close in around us. My sister, Willow, clutched my hand tightly as the family lawyer began to speak. Our parents’ extensive library, filled with rare first editions, was the inheritance we'd discussed for years. I could feel my pulse quicken.

"The library," the lawyer announced, “is bequeathed to Miss Willow.” A wave of dizziness washed over me.

"And Mr. James, you receive… the late Mr. and Mrs. Peterson’s collection of novelty erasers.” My jaw dropped open. I felt a flush creeping up my neck.

Willow’s grip on my hand tightened, and I saw a tremor in her lip. Her eyes were wide, and for a moment, I saw a flicker of empathy that I hadn't expected.

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