The balloons! Where were the balloons? Sarah arrived at the restaurant, clutching the gift bag she’d painstakingly wrapped in sparkly paper. The staff usually had the place decorated by now, but the only sign of life was a lone waiter polishing silverware. Her brow furrowed. This was… odd. She took a step toward the maitre d', her heart beginning to hammer against her ribs. "Everything alright?" she asked, her voice a little too high.

The maitre d', a man she usually found charming, seemed to shrink under her gaze. He shuffled his feet, avoiding eye contact. “Miss… um, Sarah,” he stammered. "There’s been… a change of plans."

A wave of… what was that feeling? Cold, like a sudden plunge into icy water, washed over her. She knew, with absolute certainty, that her friends and family wouldn't be here. The carefully crafted plans of a year were gone in an instant. She stood rooted to the spot, the gift bag dangling forgotten in her hand.

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