The estate agent, his voice smooth and practiced, had just finished his spiel. Clara and her brother, Ethan, stood side-by-side, surveying their inheritance: a small, rather dilapidated cottage on the edge of town.

Clara’s heart did a strange little flip-flop in her chest. She’d always thought the house would be sold, the proceeds divided. This… this was completely different.

She glanced at Ethan, whose usually animated face was now a study in calm. She, on the other hand, felt a sudden, inexplicable need to fidget. Her fingers began to tap a rapid rhythm against her thigh. The air around them crackled.

"Well," Ethan said, finally breaking the silence, his voice unusually soft. “Let’s get started, I suppose.”

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