The old house felt empty, silent. Sarah wandered through the rooms, the ghost of her father’s laughter still lingering in the air. In his desk, tucked beneath a stack of bills, she found a small, unassuming notebook. She didn't want to open it, but the compulsion was too great. The first entry: "Become a trapeze artist." Her mouth fell open.

She reread the words, as if she hadn't understood them the first time. Her father, the accountant, the man who dreaded roller coasters… a trapeze artist? The sensation of her heart rate increasing.

She quickly scanned the other entries. "Go skydiving." "Learn to speak Swahili." "Write a symphony." Sarah felt a strange, unsettling warmth spreading through her chest. It was like seeing her father in a brand new light, a light that both illuminated and confused her.

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