"Is this… a joke?" Maya whispered, the words barely audible. The gallery was filled with sleek, minimalist sculptures, all bearing the hallmark of her signature style: vibrant, geometric shapes crafted from recycled plastics. They were *her* designs, but… she hadn’t made them.

Her stomach churned. The exhibition card next to the sculptures credited a “Julian Vance.” A name she didn't recognize. She stepped closer, examining the pieces, her brow furrowed. The execution was impeccable, almost eerily so. A cold wave rolled over her, chilling her to the bone.

She spotted the gallery owner, Mr. Thompson, across the room, and began making her way toward him, her footsteps unsteady. The room seemed to tilt slightly.

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