The attic air hung thick and dusty, catching in Maya’s throat. Sunlight, sliced by the narrow window, illuminated motes dancing in the gloom. She'd been tasked with clearing out the space after her mother, recovering from a hip replacement, declared it "too much." She wasn't expecting this. A trunk, crammed with neatly labeled folders, each one bearing a childish scrawl: "Maya's Schoolwork."

She reached out, her fingers trembling slightly, and lifted the lid. The scent of old paper and forgotten crayons hit her like a physical blow. Inside, a sea of construction paper, faded worksheets, and handwritten essays stared back. She ran her hand over a particularly lopsided drawing of a cat, its whiskers askew. A chuckle escaped her, followed by a sudden tightness in her chest. How long had she been carrying that one around?

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