The flickering candlelight cast dancing shadows across the room as I listened to the lawyer. My sister, Olivia, sat beside me, her face a carefully constructed mask of composure. We'd gathered in the dusty attic of our family home, the only place left to read the will. The expectation of inheriting the old manor house had been a constant since childhood.

"I, in my last will," the lawyer droned, "leave this property to...Miss Olivia." A wave of...something...swept over me, leaving me breathless.

"And Mr. Samuel…" The lawyer peered at me over his glasses. "Receives… the complete collection of taxidermied squirrels." My mind struggled to grasp the words.

Olivia gasped, covering her mouth with her hand. Her eyes widened, and a small smile tugged at the corner of her lips. I could only stare, dumbfounded, at the lawyer and then at the objects themselves.

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