The scent of freshly cut grass filled the air as David relaxed on his porch swing, sipping lemonade. A bark, a flash of brown, and a bounding Labrador disrupted his afternoon tranquility. He nearly choked on his drink, sputtering and coughing.

He stared, his eyes wide. He’d only just put his new bird feeders up! He placed the glass down, a distinct thud. Now what?

He ran a hand through his hair, his brow furrowed. He'd swear he'd seen the dog's owner just yesterday, carefully clipping his hedges.

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